Projet n°2 - Analysez des données de systèmes éducatifs

Sommaire

1. Nettoyage et exploration

Pour chaque table, description des données, du taux de valeurs manquantes et de doublons.

• 1.1 Country_s
• 1.2 Country
• 1.3 Data
• 1.4 FootNote
• 1.5 Series
• 1.6 Mise en relation des tables Country_s et Series
• Conclusion Partie 1 : qualité du jeu de données

2. Sélection des indicateurs

Réflexion sur les critères pertinents à l'expansion de academy.

• 2.0 Implémentation de la fonction ***eval_ind***
• 2.1 Accessibilité
• 2.2 Taux d'inscription
• 2.3 Investissement public
• 2.4 Pouvoir d’achat
• 2.5 Conclusion Partie 2

3. Mesure du potentiel

• 3.1 Table ***Data_update*** et extraction des données récentes
• 3.2 Création de l'indicateur ACC.IT.EL
• 3.3 Pondération, table ***pond*** et fonction ***coeff***
• 3.4 Calcul des scores
• 3.5 Analyse des résultats

4. Évolution du potentiel

• 4.1 Évaluation de la qualité des valeurs projetées
• 4.2 Traitement des valeurs manquantes
• 4.3 Évolution du potentiel
• 4.4 Visualisation
• 4.5 Critère de démographie

1. Nettoyage et exploration

import pandas as pd
import numpy as np
import scipy.stats as stats
import matplotlib.pyplot as plt
import seaborn as sns

Aide-mémoire • df = pd.read_csv() #importation • df.shape #taille • df.info #taille, type, mémoire • df.dtypes #type • df.columns #nom colonnes • pd.to_numeric() #cast • pd.to_datetime() #cast date • df[‘col’].astype(‘int’) #cast int • df[‘col’].unique()

1.1 Country_s

Country_s = pd.read_csv('EdStatsCountry-Series.csv')

Country_s
Country_s.head() #Affichage des cinq première lignes 

	CountryCode	SeriesCode	DESCRIPTION	Unnamed: 3
0	ABW	SP.POP.TOTL	Data sources : United Nations World Population...	NaN
1	ABW	SP.POP.GROW	Data sources: United Nations World Population ...	NaN
2	AFG	SP.POP.GROW	Data sources: United Nations World Population ...	NaN
3	AFG	NY.GDP.PCAP.PP.CD	Estimates are based on regression.	NaN
4	AFG	SP.POP.TOTL	Data sources : United Nations World Population...	NaN

Country_s.dtypes

CountryCode     object
SeriesCode      object
DESCRIPTION     object
Unnamed: 3     float64
dtype: object

Country_s.info

<bound method DataFrame.info of     CountryCode         SeriesCode  \
0           ABW        SP.POP.TOTL   
1           ABW        SP.POP.GROW   
2           AFG        SP.POP.GROW   
3           AFG  NY.GDP.PCAP.PP.CD   
4           AFG        SP.POP.TOTL   
..          ...                ...   
608         ZAF        SP.POP.GROW   
609         ZMB        SP.POP.GROW   
610         ZMB        SP.POP.TOTL   
611         ZWE        SP.POP.TOTL   
612         ZWE        SP.POP.GROW   

                                           DESCRIPTION  Unnamed: 3  
0    Data sources : United Nations World Population...         NaN  
1    Data sources: United Nations World Population ...         NaN  
2    Data sources: United Nations World Population ...         NaN  
3                   Estimates are based on regression.         NaN  
4    Data sources : United Nations World Population...         NaN  
..                                                 ...         ...  
608  Data sources : Statistics South Africa, United...         NaN  
609  Data sources: United Nations World Population ...         NaN  
610  Data sources : United Nations World Population...         NaN  
611  Data sources : United Nations World Population...         NaN  
612  Data sources: United Nations World Population ...         NaN  

[613 rows x 4 columns]>

#Évaluation du taux de valeurs manquantes

Country_s.isna().mean()

CountryCode    0.0
SeriesCode     0.0
DESCRIPTION    0.0
Unnamed: 3     1.0
dtype: float64

La colonne 'Unnamed : 3' peut être supprimée, elle renferme 100% de valeurs manquantes.

#Supression de la colonne Unnamed: 3
Country_s=Country_s.drop(columns='Unnamed: 3')

Country_s.head()

	CountryCode	SeriesCode	DESCRIPTION
0	ABW	SP.POP.TOTL	Data sources : United Nations World Population...
1	ABW	SP.POP.GROW	Data sources: United Nations World Population ...
2	AFG	SP.POP.GROW	Data sources: United Nations World Population ...
3	AFG	NY.GDP.PCAP.PP.CD	Estimates are based on regression.
4	AFG	SP.POP.TOTL	Data sources : United Nations World Population...

# Mise en forme du dataset, je renomme les colonnes 
Country_s=Country_s.rename(columns={'CountryCode':'CODE PAYS'})
Country_s=Country_s.rename(columns={'SeriesCode':'INDICATEUR'})

#Passage de tous les codes en majuscules
Country_s['INDICATEUR'] = Country_s['INDICATEUR'].str.upper()
Country_s['CODE PAYS'] = Country_s['CODE PAYS'].str.upper()

Country_s.head()

	CODE PAYS	INDICATEUR	DESCRIPTION
0	ABW	SP.POP.TOTL	Data sources : United Nations World Population...
1	ABW	SP.POP.GROW	Data sources: United Nations World Population ...
2	AFG	SP.POP.GROW	Data sources: United Nations World Population ...
3	AFG	NY.GDP.PCAP.PP.CD	Estimates are based on regression.
4	AFG	SP.POP.TOTL	Data sources : United Nations World Population...

Country_s['DESCRIPTION'].unique()

array(['Data sources : United Nations World Population Prospects',
       'Data sources: United Nations World Population Prospects',
       'Estimates are based on regression.',
       'Data sources : Institute of Statistics, Eurostat',
       'Data sources : Australian Bureau of Statistics',
       'Including Other Territories comprising Jervis Bay Territory, Christmas Island and the Cocos (Keeling) Islands. ',
       'Data sources: Australian Bureau of Statistics',
       'Data sources : Eurostat',
       'Data sources : Eurostat, State Statistical Committee, United Nations World Population Prospects',
       'Data sources: Eurostat, State Statistical Committee, United Nations World Population Prospects',
       'Data sources : National Statistical Committee of the Republic of Belarus',
       'Data sources: National Statistical Committee of the Republic of Belarus',
       'Data sources : Bermuda Government Department of Statistics',
       'Data sources: Bermuda Government Department of Statistics',
       'Data sources : Statistics Canada',
       'Data sources: Statistics Canada',
       'Refers to Guernsey, and Jersey.',
       'Data sources : National Bureau of Statistics',
       'Excluding Hong Kong SAR, Macao SAR, Taiwan.',
       'Data sources: National Bureau of Statistics',
       'Data are for areas under the effective control of the Government of the Republic of Cyprus.',
       'Including Northern-Cyprus.',
       'Data sources: Eurostat, United Nations World Population Prospects. Including the French overseas departments of French Guiana, Guadeloupe, Martinique, Mayotte, and Réunion.',
       'Including the four French overseas departments (French Guyana, Guadeloupe, Martinique and Réunion)',
       'Data sources : Eurostat, United Nations World Population Prospects. Including the French overseas departments of French Guiana, Guadeloupe, Martinique, Mayotte, and Réunion.',
       'Data sources: Eurostat',
       'Data sources : GeoStats. GeoStats. Adjusted to mid-year population using geometric mean for the years where mid-year population figures are not available. Excluding Abkhazia and South Ossetia.',
       'Including Abkhazia and South Ossetia.',
       'Excludes Abkhazia and South Ossetia.',
       'Derived using ratio of age group from WPP and World Bank population.',
       'Data sources: GeoStats. GeoStats. Adjusted to mid-year population using geometric mean for the years where mid-year population figures are not available. Excluding Abkhazia and South Ossetia.',
       'Excluding Abkhazia and South Ossetia.',
       'Data sources: Statistics Greenland',
       'Data sources : Statistics Greenland',
       'Data sources: Census and Statistics Department',
       'Data sources : Census and Statistics Department',
       'Data sources: Croatian Bureau of Statistics, Council of Europe',
       'Data sources : Croatian Bureau of Statistics, Council of Europe',
       'Data sources: Central Bureau of Statistics',
       'Data sources : Central Bureau of Statistics',
       'Data sources: Ministry of Internal Affairs and Communications, Statistics Bureau; United Nations Population and Vital Statistics Report',
       'Data sources : Ministry of Internal Affairs and Communications, Statistics Bureau; United Nations Population and Vital Statistics Report',
       'Data sources : Statistical Agency of Kazakhstan, 1979 Census, 1989 Census, United Nations World Population Prospects',
       'Data sources: Statistical Agency of Kazakhstan, 1979 Census, 1989 Census, United Nations World Population Prospects',
       'Data sources : National Statistical Committee, United Nations World Population Prospects',
       'Data sources: National Statistical Committee, United Nations World Population Prospects',
       'Data sources : Korean Statistical Information Service',
       'Data sources: Korean Statistical Information Service',
       "Data sources : Registrar General's Department, Department of Census and Statistics",
       "Data sources: Registrar General's Department, Department of Census and Statistics",
       'Includes Former Spanish Sahara.',
       'Morocco only. (Excluding former Spanish Sahara)',
       "Data sources : National Bureau of Statistics. Excluding Transnistria. For 1950-94, World Bank estimates using UN World Population Prospects' growth rates of whole Moldova.",
       'Excludes Transnistria.', 'Including Transnistria.',
       "Data sources: National Bureau of Statistics. Excluding Transnistria. For 1950-94, World Bank estimates using UN World Population Prospects 2010 Revision's growth rates of whole Moldova.",
       'Excluding Transnistria.',
       'Data sources : For 1960-1989, United Nations World Population Prospects. For 1990 onwards, 1990, 1995, 2000, 2006, 2014 censuses, and data on expatriate employment from Maldives National Bureau of Statistics. The census data are adjusted for mid-year and for foreign population.',
       'Data sources: For 1960-1989, United Nations World Population Prospects. For 1990 onwards, 1990, 1995, 2000, 2006, 2014 censuses, and data on expatriate employment from Maldives National Bureau of Statistics. The census data are adjusted for mid-year and for foreign population.',
       'Data sources : For years after 2000, Statistical Office of Montenegro. For years 1960-1999, growth rates of United Nations World Population Prospects were used to estimate backwards.',
       'Data sources : Statistics Mauritius, United Nations World Population Prospects',
       'Including Agalega and St. Brandon.',
       'Data sources: Central Statistics Office, United Nations Population and Vital Statistics Report, United Nations World Population Prospects',
       'Excluding Agalega and St. Brandon.',
       'Including Sabah and Sarawak.',
       'Data sources : Institute of Statistics and Economic Studies',
       'Data sources: Institute of Statistics and Economic Studies, 1983 Census, 1989 Census, 1996 Census',
       'Data sources: Statistics New Zealand',
       'Data sources : Statistics New Zealand',
       'Data sources : U.S. Census Bureau, 1990 Census',
       'Data sources: U.S. Census Bureau, 1990 Census',
       'Data sources : World Bank estimates based on data from Palestinian Central Bureau of Statistics, excluding E. Jerusalem.',
       'Excluding East Jerusalem.',
       'Data sources: World Bank estimates based on data from Palestinian Central Bureau of Statistics, excluding E. Jerusalem.',
       'Data sources : Russian Federation Federal State Statistics Service (its January 1st populations were adjusted to mid-year populations by using geometric mean), 1979 Census, 1989 Census.',
       'Data sources : United Nations World Population Prospects. Estimates are for Sudan excluding South Sudan.',
       'Data sources: Department of Statistics Singapore',
       'Data sources : Department of Statistics Singapore',
       'Data sources: Statistical Office of the Republic of Serbia, Eurostat, TransMONEE, Council of Europe. Excluding Kosovo for all years 1950-2011',
       'Including Kosovo.',
       'Data sources : Statistical Office of the Republic of Serbia, Eurostat, TransMONEE, Council of Europe. Note : Excluding Kosovo.',
       'Excluding Kosovo.', 'Covers mainland Tanzania only.',
       'Including Zanzibar.',
       'Data sources : State Statistics Committee of Ukraine, United Nations World Population Prospects, Council of Europe, United Nations Population and Vital Statistics Report',
       'Data sources: State Statistics Committee of Ukraine, United Nations World Population Prospects, Council of Europe, United Nations Population and Vital Statistics Report',
       'Data sources : U.S. Census Bureau',
       'Data sources: U.S. Census Bureau',
       'Data sources : State Committee of the Republic of Uzbekistan on Statistics, United Nations World Population Prospects',
       'Based on official exchange rates.',
       'Data sources : U.S. Census Bureau, United Nations Population and Vital Statistics Report',
       'Data sources: U.S. Census Bureau, United Nations Population and Vital Statistics Report',
       'Data sources: General Statistics Office of Vietnam',
       'Data sources : General Statistics Office of Vietnam',
       "Data sources : World Bank's Kosovo coutnry office, Kosovo Agency of Statistics, U.S. Census Bureau",
       "Data sources: World Bank's Kosovo coutnry office, Kosovo Agency of Statistics, U.S. Census Bureau",
       'Data sources : Statistics South Africa, United Nations World Population Prospects'],
      dtype=object)

series_code = Country_s['INDICATEUR'].unique()
print(series_code,series_code.shape)

['SP.POP.TOTL' 'SP.POP.GROW' 'NY.GDP.PCAP.PP.CD' 'NY.GDP.MKTP.PP.KD'
 'NY.GNP.MKTP.PP.CD' 'NY.GDP.MKTP.PP.CD' 'NY.GDP.PCAP.PP.KD'
 'NY.GNP.PCAP.PP.CD' 'SP.POP.1564.TO.ZS' 'SP.POP.TOTL.MA.ZS'
 'SP.POP.TOTL.FE.ZS' 'SP.POP.0014.TO.ZS' 'NY.GNP.PCAP.CD' 'NY.GDP.PCAP.CD'
 'NY.GDP.PCAP.KD' 'SP.POP.1564.MA.IN' 'SP.POP.0014.TO' 'SP.POP.1564.TO'
 'SP.POP.1564.FE.IN' 'SP.POP.0014.MA.IN' 'SP.POP.0014.FE.IN'] (21,)

Il y a 21 codes uniques.

Country_s.groupby('INDICATEUR').count()

	CODE PAYS	DESCRIPTION
INDICATEUR
NY.GDP.MKTP.PP.CD	14	14
NY.GDP.MKTP.PP.KD	14	14
NY.GDP.PCAP.CD	5	5
NY.GDP.PCAP.KD	5	5
NY.GDP.PCAP.PP.CD	19	19
NY.GDP.PCAP.PP.KD	19	19
NY.GNP.MKTP.PP.CD	14	14
NY.GNP.PCAP.CD	6	6
NY.GNP.PCAP.PP.CD	19	19
SP.POP.0014.FE.IN	4	4
SP.POP.0014.MA.IN	4	4
SP.POP.0014.TO	4	4
SP.POP.0014.TO.ZS	13	13
SP.POP.1564.FE.IN	4	4
SP.POP.1564.MA.IN	4	4
SP.POP.1564.TO	4	4
SP.POP.1564.TO.ZS	13	13
SP.POP.GROW	211	211
SP.POP.TOTL	211	211
SP.POP.TOTL.FE.ZS	13	13
SP.POP.TOTL.MA.ZS	13	13

Combien y a t-il de pays répertorié ?

a= Country_s['CODE PAYS'].unique()
a.shape

(211,)

Tous les pays répertoriés, se voient attribuer les code SP.POP.GROW et SP.POP.TOTL. À quoi correspondent-ils ? À quoi correspondent les 19 autres codes ?

Voir lien ci-dessous:

1.6 Mise en relation des tables Country_s et Series

Country_s.duplicated(['CODE PAYS','INDICATEUR'],keep=False).sum()

0

Country_s.isna().mean()

CODE PAYS      0.0
INDICATEUR     0.0
DESCRIPTION    0.0
dtype: float64

Conclusion : Aucun doublon n'est détecté, aucune valeur manquante non plus après la suppresion de la colonne 'Unnamed : 3'. Le dataframe Country_s est un tableau à 3 colonnes et 613 lignes. Clé primaire : Chaque ligne correspond à un pays et un code faisant réference à un indicateur. Pour chaque ligne, la source des données collectées est renseignée. Il y a 21 indicateurs au total dans le dataframe Country_s.

1. Pourquoi seuleument ces 21 indicateurs alors qu'il en existe environ 4000 ?
2. Tous les pays répertoriés, se voient attribuer les code SP.POP.GROW et SP.POP.TOTL. À quoi correspondent-ils ? À quoi correspondent les 19 autres codes ?

Voir lien ci-dessous:

1.6 Mise en relation des tables Country_s et Series

Chaque code fait référence à un indicateur, dont la définition est disponible dans le dataframe SERIES.

1.2 Country

Country = pd.read_csv('EdStatsCountry.csv')

Country.head()

	Country Code	Short Name	Table Name	Long Name	2-alpha code	Currency Unit	Special Notes	Region	Income Group	WB-2 code	...	IMF data dissemination standard	Latest population census	Latest household survey	Source of most recent Income and expenditure data	Vital registration complete	Latest agricultural census	Latest industrial data	Latest trade data	Latest water withdrawal data	Unnamed: 31
0	ABW	Aruba	Aruba	Aruba	AW	Aruban florin	SNA data for 2000-2011 are updated from offici...	Latin America & Caribbean	High income: nonOECD	AW	...	NaN	2010	NaN	NaN	Yes	NaN	NaN	2012.0	NaN	NaN
1	AFG	Afghanistan	Afghanistan	Islamic State of Afghanistan	AF	Afghan afghani	Fiscal year end: March 20; reporting period fo...	South Asia	Low income	AF	...	General Data Dissemination System (GDDS)	1979	Multiple Indicator Cluster Survey (MICS), 2010/11	Integrated household survey (IHS), 2008	NaN	2013/14	NaN	2012.0	2000	NaN
2	AGO	Angola	Angola	People's Republic of Angola	AO	Angolan kwanza	April 2013 database update: Based on IMF data,...	Sub-Saharan Africa	Upper middle income	AO	...	General Data Dissemination System (GDDS)	1970	Malaria Indicator Survey (MIS), 2011	Integrated household survey (IHS), 2008	NaN	2015	NaN	NaN	2005	NaN
3	ALB	Albania	Albania	Republic of Albania	AL	Albanian lek	NaN	Europe & Central Asia	Upper middle income	AL	...	General Data Dissemination System (GDDS)	2011	Demographic and Health Survey (DHS), 2008/09	Living Standards Measurement Study Survey (LSM...	Yes	2012	2010.0	2012.0	2006	NaN
4	AND	Andorra	Andorra	Principality of Andorra	AD	Euro	NaN	Europe & Central Asia	High income: nonOECD	AD	...	NaN	2011. Population figures compiled from adminis...	NaN	NaN	Yes	NaN	NaN	2006.0	NaN	NaN

5 rows × 32 columns

Country.info

<bound method DataFrame.info of     Country Code    Short Name    Table Name                     Long Name  \
0            ABW         Aruba         Aruba                         Aruba   
1            AFG   Afghanistan   Afghanistan  Islamic State of Afghanistan   
2            AGO        Angola        Angola   People's Republic of Angola   
3            ALB       Albania       Albania           Republic of Albania   
4            AND       Andorra       Andorra       Principality of Andorra   
..           ...           ...           ...                           ...   
236          XKX        Kosovo        Kosovo            Republic of Kosovo   
237          YEM         Yemen   Yemen, Rep.             Republic of Yemen   
238          ZAF  South Africa  South Africa      Republic of South Africa   
239          ZMB        Zambia        Zambia            Republic of Zambia   
240          ZWE      Zimbabwe      Zimbabwe          Republic of Zimbabwe   

    2-alpha code       Currency Unit  \
0             AW       Aruban florin   
1             AF      Afghan afghani   
2             AO      Angolan kwanza   
3             AL        Albanian lek   
4             AD                Euro   
..           ...                 ...   
236          NaN                Euro   
237           YE         Yemeni rial   
238           ZA  South African rand   
239           ZM  New Zambian kwacha   
240           ZW         U.S. dollar   

                                         Special Notes  \
0    SNA data for 2000-2011 are updated from offici...   
1    Fiscal year end: March 20; reporting period fo...   
2    April 2013 database update: Based on IMF data,...   
3                                                  NaN   
4                                                  NaN   
..                                                 ...   
236  Kosovo became a World Bank member on June 29, ...   
237  Based on official government statistics and In...   
238  Fiscal year end: March 31; reporting period fo...   
239  National accounts data have rebased to reflect...   
240  Fiscal year end: June 30; reporting period for...   

                         Region          Income Group WB-2 code  ...  \
0     Latin America & Caribbean  High income: nonOECD        AW  ...   
1                    South Asia            Low income        AF  ...   
2            Sub-Saharan Africa   Upper middle income        AO  ...   
3         Europe & Central Asia   Upper middle income        AL  ...   
4         Europe & Central Asia  High income: nonOECD        AD  ...   
..                          ...                   ...       ...  ...   
236       Europe & Central Asia   Lower middle income        KV  ...   
237  Middle East & North Africa   Lower middle income        RY  ...   
238          Sub-Saharan Africa   Upper middle income        ZA  ...   
239          Sub-Saharan Africa   Lower middle income        ZM  ...   
240          Sub-Saharan Africa            Low income        ZW  ...   

                IMF data dissemination standard  \
0                                           NaN   
1      General Data Dissemination System (GDDS)   
2      General Data Dissemination System (GDDS)   
3      General Data Dissemination System (GDDS)   
4                                           NaN   
..                                          ...   
236    General Data Dissemination System (GDDS)   
237    General Data Dissemination System (GDDS)   
238  Special Data Dissemination Standard (SDDS)   
239    General Data Dissemination System (GDDS)   
240    General Data Dissemination System (GDDS)   

                              Latest population census  \
0                                                 2010   
1                                                 1979   
2                                                 1970   
3                                                 2011   
4    2011. Population figures compiled from adminis...   
..                                                 ...   
236                                               2011   
237                                               2004   
238                                               2011   
239                                               2010   
240                                               2012   

                               Latest household survey  \
0                                                  NaN   
1    Multiple Indicator Cluster Survey (MICS), 2010/11   
2                 Malaria Indicator Survey (MIS), 2011   
3         Demographic and Health Survey (DHS), 2008/09   
4                                                  NaN   
..                                                 ...   
236                                                NaN   
237          Demographic and Health Survey (DHS), 2013   
238  Demographic and Health Survey (DHS), 2003; Wor...   
239          Demographic and Health Survey (DHS), 2013   
240       Demographic and Health Survey (DHS), 2010/11   

     Source of most recent Income and expenditure data  \
0                                                  NaN   
1              Integrated household survey (IHS), 2008   
2              Integrated household survey (IHS), 2008   
3    Living Standards Measurement Study Survey (LSM...   
4                                                  NaN   
..                                                 ...   
236            Integrated household survey (IHS), 2011   
237     Expenditure survey/budget survey (ES/BS), 2005   
238     Expenditure survey/budget survey (ES/BS), 2010   
239            Integrated household survey (IHS), 2010   
240         Integrated household survey (IHS), 2011/12   

    Vital registration complete            Latest agricultural census  \
0                           Yes                                   NaN   
1                           NaN                               2013/14   
2                           NaN                                  2015   
3                           Yes                                  2012   
4                           Yes                                   NaN   
..                          ...                                   ...   
236                         NaN                                   NaN   
237                         NaN                                   NaN   
238                         NaN                                  2007   
239                         NaN  2010. Population and Housing Census.   
240                         NaN                                   NaN   

    Latest industrial data Latest trade data Latest water withdrawal data  \
0                      NaN            2012.0                          NaN   
1                      NaN            2012.0                         2000   
2                      NaN               NaN                         2005   
3                   2010.0            2012.0                         2006   
4                      NaN            2006.0                          NaN   
..                     ...               ...                          ...   
236                    NaN               NaN                          NaN   
237                 2006.0            2012.0                         2005   
238                 2010.0            2012.0                         2000   
239                    NaN            2011.0                         2002   
240                    NaN            2012.0                         2002   

    Unnamed: 31  
0           NaN  
1           NaN  
2           NaN  
3           NaN  
4           NaN  
..          ...  
236         NaN  
237         NaN  
238         NaN  
239         NaN  
240         NaN  

[241 rows x 32 columns]>

Country.dtypes

Country Code                                          object
Short Name                                            object
Table Name                                            object
Long Name                                             object
2-alpha code                                          object
Currency Unit                                         object
Special Notes                                         object
Region                                                object
Income Group                                          object
WB-2 code                                             object
National accounts base year                           object
National accounts reference year                     float64
SNA price valuation                                   object
Lending category                                      object
Other groups                                          object
System of National Accounts                           object
Alternative conversion factor                         object
PPP survey year                                       object
Balance of Payments Manual in use                     object
External debt Reporting status                        object
System of trade                                       object
Government Accounting concept                         object
IMF data dissemination standard                       object
Latest population census                              object
Latest household survey                               object
Source of most recent Income and expenditure data     object
Vital registration complete                           object
Latest agricultural census                            object
Latest industrial data                               float64
Latest trade data                                    float64
Latest water withdrawal data                          object
Unnamed: 31                                          float64
dtype: object

Country.isna().mean() #Affichage des taux de valeurs manquantes.

Country Code                                         0.000000
Short Name                                           0.000000
Table Name                                           0.000000
Long Name                                            0.000000
2-alpha code                                         0.012448
Currency Unit                                        0.107884
Special Notes                                        0.398340
Region                                               0.112033
Income Group                                         0.112033
WB-2 code                                            0.004149
National accounts base year                          0.149378
National accounts reference year                     0.867220
SNA price valuation                                  0.182573
Lending category                                     0.402490
Other groups                                         0.759336
System of National Accounts                          0.107884
Alternative conversion factor                        0.804979
PPP survey year                                      0.398340
Balance of Payments Manual in use                    0.248963
External debt Reporting status                       0.485477
System of trade                                      0.170124
Government Accounting concept                        0.331950
IMF data dissemination standard                      0.248963
Latest population census                             0.116183
Latest household survey                              0.414938
Source of most recent Income and expenditure data    0.336100
Vital registration complete                          0.539419
Latest agricultural census                           0.410788
Latest industrial data                               0.556017
Latest trade data                                    0.232365
Latest water withdrawal data                         0.257261
Unnamed: 31                                          1.000000
dtype: float64

Country.head()

	Country Code	Short Name	Table Name	Long Name	2-alpha code	Currency Unit	Special Notes	Region	Income Group	WB-2 code	...	IMF data dissemination standard	Latest population census	Latest household survey	Source of most recent Income and expenditure data	Vital registration complete	Latest agricultural census	Latest industrial data	Latest trade data	Latest water withdrawal data	Unnamed: 31
0	ABW	Aruba	Aruba	Aruba	AW	Aruban florin	SNA data for 2000-2011 are updated from offici...	Latin America & Caribbean	High income: nonOECD	AW	...	NaN	2010	NaN	NaN	Yes	NaN	NaN	2012.0	NaN	NaN
1	AFG	Afghanistan	Afghanistan	Islamic State of Afghanistan	AF	Afghan afghani	Fiscal year end: March 20; reporting period fo...	South Asia	Low income	AF	...	General Data Dissemination System (GDDS)	1979	Multiple Indicator Cluster Survey (MICS), 2010/11	Integrated household survey (IHS), 2008	NaN	2013/14	NaN	2012.0	2000	NaN
2	AGO	Angola	Angola	People's Republic of Angola	AO	Angolan kwanza	April 2013 database update: Based on IMF data,...	Sub-Saharan Africa	Upper middle income	AO	...	General Data Dissemination System (GDDS)	1970	Malaria Indicator Survey (MIS), 2011	Integrated household survey (IHS), 2008	NaN	2015	NaN	NaN	2005	NaN
3	ALB	Albania	Albania	Republic of Albania	AL	Albanian lek	NaN	Europe & Central Asia	Upper middle income	AL	...	General Data Dissemination System (GDDS)	2011	Demographic and Health Survey (DHS), 2008/09	Living Standards Measurement Study Survey (LSM...	Yes	2012	2010.0	2012.0	2006	NaN
4	AND	Andorra	Andorra	Principality of Andorra	AD	Euro	NaN	Europe & Central Asia	High income: nonOECD	AD	...	NaN	2011. Population figures compiled from adminis...	NaN	NaN	Yes	NaN	NaN	2006.0	NaN	NaN

5 rows × 32 columns

Dans ce le DataFrame Country, peu de colonnes m'intéresse. Je choisi de créer un subset, Country_sub, j'ajouterai les colonnes qui m'intéressent au fur et à mesure de l'étude.

Country_sub = Country[['Country Code','Table Name','Region','Income Group']]

Country_sub.head()

	Country Code	Table Name	Region	Income Group
0	ABW	Aruba	Latin America & Caribbean	High income: nonOECD
1	AFG	Afghanistan	South Asia	Low income
2	AGO	Angola	Sub-Saharan Africa	Upper middle income
3	ALB	Albania	Europe & Central Asia	Upper middle income
4	AND	Andorra	Europe & Central Asia	High income: nonOECD

Country_sub=Country_sub.rename(columns={'Country Code':'CODE PAYS'})
Country_sub=Country_sub.rename(columns={'Table Name':'PAYS'})
Country_sub=Country_sub.rename(columns={'Region':'REGION'})
Country_sub=Country_sub.rename(columns={'Income Group':'REVENUS'})

# Passage des Country Code en majuscule 

Country_sub['CODE PAYS'] = Country_sub['CODE PAYS'].str.upper() 

Country_sub.head()

	CODE PAYS	PAYS	REGION	REVENUS
0	ABW	Aruba	Latin America & Caribbean	High income: nonOECD
1	AFG	Afghanistan	South Asia	Low income
2	AGO	Angola	Sub-Saharan Africa	Upper middle income
3	ALB	Albania	Europe & Central Asia	Upper middle income
4	AND	Andorra	Europe & Central Asia	High income: nonOECD

Country_sub['REGION'].unique()

array(['Latin America & Caribbean', 'South Asia', 'Sub-Saharan Africa',
       'Europe & Central Asia', nan, 'Middle East & North Africa',
       'East Asia & Pacific', 'North America'], dtype=object)

Des valeurs sont manquantes dans la catégorie RÉGION. Je les localise :

Country_sub[Country_sub['REGION'].isna()]

	CODE PAYS	PAYS	REGION	REVENUS
5	ARB	Arab World	NaN	NaN
57	EAP	East Asia & Pacific	NaN	NaN
58	EAS	East Asia & Pacific (all income levels)	NaN	NaN
59	ECA	Europe & Central Asia	NaN	NaN
60	ECS	Europe & Central Asia (all income levels)	NaN	NaN
63	EMU	Euro area	NaN	NaN
68	EUU	European Union	NaN	NaN
78	GIB	Gibraltar	NaN	NaN
89	HIC	High income	NaN	NaN
92	HPC	Heavily indebted poor countries (HIPC)	NaN	NaN
116	LAC	Latin America & Caribbean	NaN	NaN
122	LCN	Latin America & Caribbean (all income levels)	NaN	NaN
123	LDC	Least developed countries: UN classification	NaN	NaN
124	LIC	Low income	NaN	NaN
127	LMC	Lower middle income	NaN	NaN
128	LMY	Low & middle income	NaN	NaN
140	MEA	Middle East & North Africa (all income levels)	NaN	NaN
143	MIC	Middle income	NaN	NaN
148	MNA	Middle East & North Africa	NaN	NaN
157	NAC	North America	NaN	NaN
166	NRU	Nauru	NaN	NaN
168	OED	OECD members	NaN	NaN
187	SAS	South Asia	NaN	NaN
198	SSA	Sub-Saharan Africa	NaN	NaN
200	SSF	Sub-Saharan Africa (all income levels)	NaN	NaN
225	UMC	Upper middle income	NaN	NaN
234	WLD	World	NaN	NaN

Les valeurs manquantes de la catégories région ont permis de mettre en évidence des erreurs. Certaines lignes ne concernent pas des pays mais des régions ou des niveaux de revenus, des espaces de marchés ... Exemple : le code 'ARB' fait référence à "Arab World" ou 'EMU' pour désigner "l'Euro Area". De plus, ces lignes n'offrent aucune informations. Je supprime ces lignes.

#Je récupère les index de chacune des lignes à problèmes et je l'affecte à ind.
ind = Country_sub[Country_sub['REGION'].isna()].index

#Pour l'analyse des autres dataframe, je récupère la liste des codes à supprimer
FPAYS = Country_sub[Country_sub['REGION'].isna()]
faux_pays = FPAYS['CODE PAYS'].to_list()

## Suppression des lignes dans Country_sub

for i in ind:
    Country_sub = Country_sub.drop(i)

Country_sub

	CODE PAYS	PAYS	REGION	REVENUS
0	ABW	Aruba	Latin America & Caribbean	High income: nonOECD
1	AFG	Afghanistan	South Asia	Low income
2	AGO	Angola	Sub-Saharan Africa	Upper middle income
3	ALB	Albania	Europe & Central Asia	Upper middle income
4	AND	Andorra	Europe & Central Asia	High income: nonOECD
...	...	...	...	...
236	XKX	Kosovo	Europe & Central Asia	Lower middle income
237	YEM	Yemen, Rep.	Middle East & North Africa	Lower middle income
238	ZAF	South Africa	Sub-Saharan Africa	Upper middle income
239	ZMB	Zambia	Sub-Saharan Africa	Lower middle income
240	ZWE	Zimbabwe	Sub-Saharan Africa	Low income

214 rows × 4 columns

Country_sub.duplicated('CODE PAYS', keep=False).sum()

0

Country_sub['REVENUS'].unique()

array(['High income: nonOECD', 'Low income', 'Upper middle income',
       'Lower middle income', 'High income: OECD'], dtype=object)

Country_sub[Country_sub['REVENUS'].isna()]

	CODE PAYS	PAYS	REGION	REVENUS

Country_sub.isna().mean()

CODE PAYS    0.0
PAYS         0.0
REGION       0.0
REVENUS      0.0
dtype: float64

Conclusion : J'ai crée le dataset country_sub à partir des features qui m'intéressent : le code pays, la région et la catégorie de revenus. C'est un dataframe de 4 colonnes et 214 lignes. Le taux de valeurs manquantes est nul et il n'ya pas de doublons. La clé primaire du dataset : Le pays, il y a une ligne par pays.

1. Le dataframe Country_s répertoriait 211 pays, quels sont les pays qui diffèrent ?

1.3 Data

Data = pd.read_csv('EdStatsData.csv')

Data.info

<bound method DataFrame.info of        Country Name Country Code  \
0        Arab World          ARB   
1        Arab World          ARB   
2        Arab World          ARB   
3        Arab World          ARB   
4        Arab World          ARB   
...             ...          ...   
886925     Zimbabwe          ZWE   
886926     Zimbabwe          ZWE   
886927     Zimbabwe          ZWE   
886928     Zimbabwe          ZWE   
886929     Zimbabwe          ZWE   

                                           Indicator Name  \
0       Adjusted net enrolment rate, lower secondary, ...   
1       Adjusted net enrolment rate, lower secondary, ...   
2       Adjusted net enrolment rate, lower secondary, ...   
3       Adjusted net enrolment rate, lower secondary, ...   
4       Adjusted net enrolment rate, primary, both sex...   
...                                                   ...   
886925  Youth illiterate population, 15-24 years, male...   
886926  Youth literacy rate, population 15-24 years, b...   
886927  Youth literacy rate, population 15-24 years, f...   
886928  Youth literacy rate, population 15-24 years, g...   
886929  Youth literacy rate, population 15-24 years, m...   

              Indicator Code       1970       1971       1972       1973  \
0                 UIS.NERA.2        NaN        NaN        NaN        NaN   
1               UIS.NERA.2.F        NaN        NaN        NaN        NaN   
2             UIS.NERA.2.GPI        NaN        NaN        NaN        NaN   
3               UIS.NERA.2.M        NaN        NaN        NaN        NaN   
4                SE.PRM.TENR  54.822121  54.894138  56.209438  57.267109   
...                      ...        ...        ...        ...        ...   
886925      UIS.LP.AG15T24.M        NaN        NaN        NaN        NaN   
886926     SE.ADT.1524.LT.ZS        NaN        NaN        NaN        NaN   
886927  SE.ADT.1524.LT.FE.ZS        NaN        NaN        NaN        NaN   
886928  SE.ADT.1524.LT.FM.ZS        NaN        NaN        NaN        NaN   
886929  SE.ADT.1524.LT.MA.ZS        NaN        NaN        NaN        NaN   

             1974      1975  ...  2060  2065  2070  2075  2080  2085  2090  \
0             NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
1             NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
2             NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
3             NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
4       57.991138  59.36554  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
...           ...       ...  ...   ...   ...   ...   ...   ...   ...   ...   
886925        NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
886926        NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
886927        NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
886928        NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   
886929        NaN       NaN  ...   NaN   NaN   NaN   NaN   NaN   NaN   NaN   

        2095  2100  Unnamed: 69  
0        NaN   NaN          NaN  
1        NaN   NaN          NaN  
2        NaN   NaN          NaN  
3        NaN   NaN          NaN  
4        NaN   NaN          NaN  
...      ...   ...          ...  
886925   NaN   NaN          NaN  
886926   NaN   NaN          NaN  
886927   NaN   NaN          NaN  
886928   NaN   NaN          NaN  
886929   NaN   NaN          NaN  

[886930 rows x 70 columns]>

#Data.head()

Data = Data.rename(columns = {'Indicator Name': 'INDICATEUR_N','Indicator Code': 'INDICATEUR',
                             'Country Name': 'PAYS','Country Code': 'CODE PAYS'})
Data['CODE PAYS'] = Data['CODE PAYS'].str.upper()
Data['INDICATEUR'] = Data['INDICATEUR'].str.upper()

Comme pour la table Country_s, je choisi de supprimer dans la table Data les lignes des 'faux pays'.

Lis = ['VGB','FRO','GUM','GRL','BMU']
for fp in Lis:
    faux_pays.append(fp)

Data = Data[~Data['CODE PAYS'].isin(faux_pays)]

faux_pays

['ARB',
 'EAP',
 'EAS',
 'ECA',
 'ECS',
 'EMU',
 'EUU',
 'GIB',
 'HIC',
 'HPC',
 'LAC',
 'LCN',
 'LDC',
 'LIC',
 'LMC',
 'LMY',
 'MEA',
 'MIC',
 'MNA',
 'NAC',
 'NRU',
 'OED',
 'SAS',
 'SSA',
 'SSF',
 'UMC',
 'WLD',
 'VGB',
 'FRO',
 'GUM',
 'GRL',
 'BMU']

Data.head()

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	1970	1971	1972	1973	1974	1975	...	2060	2065	2070	2075	2080	2085	2090	2095	2100	Unnamed: 69
91625	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2	NaN	NaN	NaN	NaN	7.05911	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91626	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.F	NaN	NaN	NaN	NaN	2.53138	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91627	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.GPI	NaN	NaN	NaN	NaN	0.22154	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91628	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.M	NaN	NaN	NaN	NaN	11.42652	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91629	Afghanistan	AFG	Adjusted net enrolment rate, primary, both sex...	SE.PRM.TENR	NaN	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

5 rows × 70 columns

Data.dtypes

PAYS             object
CODE PAYS        object
INDICATEUR_N     object
INDICATEUR       object
1970            float64
                 ...   
2085            float64
2090            float64
2095            float64
2100            float64
Unnamed: 69     float64
Length: 70, dtype: object

Data.isna().mean()

PAYS            0.000000
CODE PAYS       0.000000
INDICATEUR_N    0.000000
INDICATEUR      0.000000
1970            0.911032
                  ...   
2085            0.933570
2090            0.933570
2095            0.933570
2100            0.933570
Unnamed: 69     1.000000
Length: 70, dtype: float64

Pour d'avantage de visibilité j'utiliser le package missingno, avec un échantillon de 500 lignes.

import missingno as msno
A = Data.sample(500)
%matplotlib inline
msno.matrix(A)
tick = np.arange(Data.shape[1])
lab = Data.columns.tolist()
#plt.title('Visualisation des valeurs manquantes de la table Data',pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('1_3_Data.png', dpi= 200, bbox_inches = 'tight')

En comptant les colonnes, on s'aperçoit que la colonne 2017 est entièrement vide, tandis que l'année 2010 est la mieux renseignée. Pour les années comprises entre 1970 et 2015, les années multiples de 5 sont d'avantage renseignées. La majorité des informations est enregistrée entre 2000 et 2015. Pour plusieurs pays et indicateurs (la proportion est à préciser), une projection est faite au delà de l'année 2017.

#Suppression de la colonne Unnamed et 
Data = Data.drop(columns = 'Unnamed: 69')

#Localisation des indices de colonnes qui m'intéressent. 10 ans entre 2005 et 2015. 
#Les 10 années les plus renseignées du dataset
Data.iloc[:,-30:-15].isna().mean()

2005    0.772764
2006    0.829333
2007    0.833281
2008    0.836914
2009    0.827053
2010    0.697256
2011    0.822231
2012    0.821163
2013    0.833349
2014    0.863786
2015    0.832500
2016    0.979758
2017    0.999814
2020    0.933570
2025    0.933570
dtype: float64

Data.head()

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	1970	1971	1972	1973	1974	1975	...	2055	2060	2065	2070	2075	2080	2085	2090	2095	2100
91625	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2	NaN	NaN	NaN	NaN	7.05911	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91626	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.F	NaN	NaN	NaN	NaN	2.53138	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91627	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.GPI	NaN	NaN	NaN	NaN	0.22154	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91628	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.M	NaN	NaN	NaN	NaN	11.42652	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
91629	Afghanistan	AFG	Adjusted net enrolment rate, primary, both sex...	SE.PRM.TENR	NaN	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

5 rows × 69 columns

#Création d'un nouveau dataframe partiel, comprenant les années 2005 à 2015
#Suppression des années hors [2005 ; 2015]
Data1 = Data.iloc[:, 0:4]
#Data2 = Data.iloc[:,-30:-19]
Data2 = Data.iloc[:,-30:-18] #Suite au conclusion du paragraphe 4.1 j'inclue l'année 2016 dans la sélection

Data1 = Data1.reset_index()
Data2 = Data2.reset_index()

Data1

	index	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR
0	91625	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2
1	91626	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.F
2	91627	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.GPI
3	91628	Afghanistan	AFG	Adjusted net enrolment rate, lower secondary, ...	UIS.NERA.2.M
4	91629	Afghanistan	AFG	Adjusted net enrolment rate, primary, both sex...	SE.PRM.TENR
...	...	...	...	...	...
769645	886925	Zimbabwe	ZWE	Youth illiterate population, 15-24 years, male...	UIS.LP.AG15T24.M
769646	886926	Zimbabwe	ZWE	Youth literacy rate, population 15-24 years, b...	SE.ADT.1524.LT.ZS
769647	886927	Zimbabwe	ZWE	Youth literacy rate, population 15-24 years, f...	SE.ADT.1524.LT.FE.ZS
769648	886928	Zimbabwe	ZWE	Youth literacy rate, population 15-24 years, g...	SE.ADT.1524.LT.FM.ZS
769649	886929	Zimbabwe	ZWE	Youth literacy rate, population 15-24 years, m...	SE.ADT.1524.LT.MA.ZS

769650 rows × 5 columns

Data2

	index	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	91625	NaN	NaN	28.059870	NaN	NaN	NaN	NaN	NaN	47.436790	50.627232	NaN	NaN
1	91626	NaN	NaN	15.223100	NaN	NaN	NaN	NaN	NaN	34.073261	37.641541	NaN	NaN
2	91627	NaN	NaN	0.379130	NaN	NaN	NaN	NaN	NaN	0.567060	0.598370	NaN	NaN
3	91628	NaN	NaN	40.152851	NaN	NaN	NaN	NaN	NaN	60.087059	62.906952	NaN	NaN
4	91629	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...
769645	886925	NaN	NaN	NaN	NaN	NaN	NaN	166679.00000	NaN	NaN	199464.000000	NaN	NaN
769646	886926	NaN	NaN	NaN	NaN	NaN	NaN	90.93070	NaN	NaN	90.428120	NaN	NaN
769647	886927	NaN	NaN	NaN	NaN	NaN	NaN	92.12456	NaN	NaN	93.188350	NaN	NaN
769648	886928	NaN	NaN	NaN	NaN	NaN	NaN	1.02828	NaN	NaN	1.063890	NaN	NaN
769649	886929	NaN	NaN	NaN	NaN	NaN	NaN	89.59058	NaN	NaN	87.591860	NaN	NaN

769650 rows × 13 columns

Data_sub = pd.merge(Data1,Data2, on ='index')

Data_sub = Data_sub.drop(columns='index')

Data_sub.head()
Data_sub_v0 = Data_sub #sauvegarde

Data_sub.isna().mean()

PAYS            0.000000
CODE PAYS       0.000000
INDICATEUR_N    0.000000
INDICATEUR      0.000000
2005            0.772764
2006            0.829333
2007            0.833281
2008            0.836914
2009            0.827053
2010            0.697256
2011            0.822231
2012            0.821163
2013            0.833349
2014            0.863786
2015            0.832500
2016            0.979758
dtype: float64

Le dataframe Data renferme 787975 lignes (une fois que l'on élimine les 'faux pays') et 70 colonnes. Chaque ligne correspond à un pays et un indicateur statistique donné. Ces deux informations constitue une clé primaire pour le dataframe. Le reste des colonnes sont les années d'enregistrement de 1970 à 2100. Pour répondre à notre problématique il me semble que seul les données de 2005 à 2015 seraient pertinentes, d'autant que ces colonnes ont les taux de valeurs manquantes les plus faibles. Je crée donc une table Data_sub qui un subset de la table Data et qui ne comprend que les données de 2005 à 2015.

De manière générale, le taux de valeurs manquantes est très élevé au minimum de 70% pour l'année 2010.

A = Data['INDICATEUR'].unique()
print(A)
A.shape

['UIS.NERA.2' 'UIS.NERA.2.F' 'UIS.NERA.2.GPI' ... 'SE.ADT.1524.LT.FE.ZS'
 'SE.ADT.1524.LT.FM.ZS' 'SE.ADT.1524.LT.MA.ZS']

(3665,)

Il y a 3665 indicateurs uniques.

Data.groupby('CODE PAYS')['INDICATEUR'].count()

CODE PAYS
ABW    3665
AFG    3665
AGO    3665
ALB    3665
AND    3665
       ... 
XKX    3665
YEM    3665
ZAF    3665
ZMB    3665
ZWE    3665
Name: INDICATEUR, Length: 210, dtype: int64

Data.groupby('CODE PAYS')['INDICATEUR'].count().mean()

3665.0

La table Data répertorie les 3665 indicateurs pour chaque pays.

#Recherche de doublon 
Data.duplicated(['CODE PAYS', 'INDICATEUR'],keep=False).sum()

0

Conclusion : Je vais explorer le dataframe Series, pour en connaître d'avantage sur les indicateurs à disposition. Dans le dataframe Data, les taux de valeurs manquantes sont élevés > 70% . Néanmoins, par pays il y a 3665 indicateurs.

Et les indicateurs sont répertorié sur 90 ans. Si 30% des d'enregistrement et/ ou d'un indicateur sont correctement renseigné entre 2005 et 2015, il serait possible d'en tirer des conlcusions intéressantes.

Une démarche possible :

1. Réflechir aux critères qui me paraissent pertinents pour répondre à la problématique.
2. Identifier les indcateurs qui correspondent le mieux aux critère de 1.
3. Quantifier le taux de valeurs manquantes et conclure sur la représentativité des resultats
4. Conclure sur la pertience du set de data de la banque mondiale.

1.4 Footnote

FootNote = pd.read_csv('EdStatsFootNote.csv')

FootNote.head()

	CountryCode	SeriesCode	Year	DESCRIPTION	Unnamed: 4
0	ABW	SE.PRE.ENRL.FE	YR2001	Country estimation.	NaN
1	ABW	SE.TER.TCHR.FE	YR2005	Country estimation.	NaN
2	ABW	SE.PRE.TCHR.FE	YR2000	Country estimation.	NaN
3	ABW	SE.SEC.ENRL.GC	YR2004	Country estimation.	NaN
4	ABW	SE.PRE.TCHR	YR2006	Country estimation.	NaN

FootNote.info

<bound method DataFrame.info of        CountryCode      SeriesCode    Year  \
0              ABW  SE.PRE.ENRL.FE  YR2001   
1              ABW  SE.TER.TCHR.FE  YR2005   
2              ABW  SE.PRE.TCHR.FE  YR2000   
3              ABW  SE.SEC.ENRL.GC  YR2004   
4              ABW     SE.PRE.TCHR  YR2006   
...            ...             ...     ...   
643633         ZWE     SH.DYN.MORT  YR2007   
643634         ZWE     SH.DYN.MORT  YR2014   
643635         ZWE     SH.DYN.MORT  YR2015   
643636         ZWE     SH.DYN.MORT  YR2017   
643637         ZWE     SP.POP.GROW  YR2017   

                                   DESCRIPTION  Unnamed: 4  
0                          Country estimation.         NaN  
1                          Country estimation.         NaN  
2                          Country estimation.         NaN  
3                          Country estimation.         NaN  
4                          Country estimation.         NaN  
...                                        ...         ...  
643633       Uncertainty bound is 91.6 - 109.3         NaN  
643634          Uncertainty bound is 54.3 - 76         NaN  
643635        Uncertainty bound is 48.3 - 73.3         NaN  
643636  5-year average value between 0s and 5s         NaN  
643637  5-year average value between 0s and 5s         NaN  

[643638 rows x 5 columns]>

FootNote.isna().mean()

CountryCode    0.0
SeriesCode     0.0
Year           0.0
DESCRIPTION    0.0
Unnamed: 4     1.0
dtype: float64

faux_pays

['ARB',
 'EAP',
 'EAS',
 'ECA',
 'ECS',
 'EMU',
 'EUU',
 'GIB',
 'HIC',
 'HPC',
 'LAC',
 'LCN',
 'LDC',
 'LIC',
 'LMC',
 'LMY',
 'MEA',
 'MIC',
 'MNA',
 'NAC',
 'NRU',
 'OED',
 'SAS',
 'SSA',
 'SSF',
 'UMC',
 'WLD',
 'VGB',
 'FRO',
 'GUM',
 'GRL',
 'BMU']

# Passage des codes en majuscule 
FootNote['SeriesCode'] = FootNote['SeriesCode'].str.upper() 
FootNote['CountryCode'] = FootNote['CountryCode'].str.upper() 

#Suppression des lignes qui correspondent au "faux pays"
FootNote = FootNote[~FootNote['CountryCode'].isin(faux_pays)]

#Vérification 1
FootNote[FootNote['CountryCode']=='ARB'].index

Int64Index([], dtype='int64')

#Vérification 2
FootNote[FootNote['CountryCode'].isin(faux_pays)]

	CountryCode	SeriesCode	Year	DESCRIPTION	Unnamed: 4

FootNote.shape

(513657, 5)

FootNote['DESCRIPTION'].unique()

array(['Country estimation.', 'UIS Estimation',
       'UNESCO Institute for Statistics (UIS) estimate', ...,
       'Uncertainty bound is 91.6 - 109.3',
       'Uncertainty bound is 54.3 - 76',
       'Uncertainty bound is 48.3 - 73.3'], dtype=object)

a = FootNote['SeriesCode'].unique()
print(a,'Nombre indicateur',a.shape[0])

['SE.PRE.ENRL.FE' 'SE.TER.TCHR.FE' 'SE.PRE.TCHR.FE' ...
 'UIS.AFR.GTCTR.2.F' 'UIS.AFR.GTCTR.2.M' 'UIS.AFR.GTCTR.2.T'] Nombre indicateur 1471

Il y a seuleument 1474 indicateurs évoqués dans la table FootNote.

## Mise en forme du dataframe
FootNote =FootNote.drop(columns='Unnamed: 4') #Suppression de la colonne Unnamed 4
FootNote = FootNote.rename(columns={'CountryCode':'CODE PAYS'})
FootNote=FootNote.rename(columns={'SeriesCode':'INDICATEUR'})
FootNote=FootNote.rename(columns={'Year':'ANNÉE'})

FootNote.groupby('CODE PAYS')['CODE PAYS'].count()

CODE PAYS
ABW    1712
AFG    1576
AGO    1416
ALB    1916
AND    1274
       ... 
XKX      12
YEM    1615
ZAF    2376
ZMB    2339
ZWE    1480
Name: CODE PAYS, Length: 208, dtype: int64

Chaque pays n'a pas le même nombre d'indicateur ni le même nombre d'année renseigné.

FootNote

	CODE PAYS	INDICATEUR	ANNÉE	DESCRIPTION
0	ABW	SE.PRE.ENRL.FE	YR2001	Country estimation.
1	ABW	SE.TER.TCHR.FE	YR2005	Country estimation.
2	ABW	SE.PRE.TCHR.FE	YR2000	Country estimation.
3	ABW	SE.SEC.ENRL.GC	YR2004	Country estimation.
4	ABW	SE.PRE.TCHR	YR2006	Country estimation.
...	...	...	...	...
643633	ZWE	SH.DYN.MORT	YR2007	Uncertainty bound is 91.6 - 109.3
643634	ZWE	SH.DYN.MORT	YR2014	Uncertainty bound is 54.3 - 76
643635	ZWE	SH.DYN.MORT	YR2015	Uncertainty bound is 48.3 - 73.3
643636	ZWE	SH.DYN.MORT	YR2017	5-year average value between 0s and 5s
643637	ZWE	SP.POP.GROW	YR2017	5-year average value between 0s and 5s

513657 rows × 4 columns

FootNote.dtypes

CODE PAYS      object
INDICATEUR     object
ANNÉE          object
DESCRIPTION    object
dtype: object

FootNote.duplicated(['CODE PAYS', 'INDICATEUR'],keep = False).sum()

493369

FootNote.ANNÉE.unique()

array(['YR2001', 'YR2005', 'YR2000', 'YR2004', 'YR2006', 'YR2003',
       'YR1999', 'YR2008', 'YR2002', 'YR2007', 'YR2017', 'YR2010',
       'YR2009', 'YR2011', 'YR2012', 'YR2015', 'YR2014', 'YR1970',
       'YR1971', 'YR1972', 'YR1973', 'YR1974', 'YR1975', 'YR1976',
       'YR1977', 'YR1978', 'YR1979', 'YR1980', 'YR1981', 'YR1982',
       'YR1983', 'YR1984', 'YR1985', 'YR1986', 'YR1987', 'YR1988',
       'YR1989', 'YR1990', 'YR1991', 'YR1992', 'YR1993', 'YR1994',
       'YR1995', 'YR1996', 'YR1997', 'YR1998', 'YR2013', 'YR2016',
       'YR2020', 'YR2025', 'YR2030', 'YR2035', 'YR2040', 'YR2045',
       'YR2050'], dtype=object)

Pour d'avantage de lisibilité, je choisi de convertir les dates au format date ou datetime. Je pourrais ainsi les ordonner et éliminer les années qui me semblent peu pertinentes.

for i,row in FootNote.iterrows():
    row['ANNÉE'] = row['ANNÉE'][2:]

FootNote.head()

	CODE PAYS	INDICATEUR	ANNÉE	DESCRIPTION
0	ABW	SE.PRE.ENRL.FE	2001	Country estimation.
1	ABW	SE.TER.TCHR.FE	2005	Country estimation.
2	ABW	SE.PRE.TCHR.FE	2000	Country estimation.
3	ABW	SE.SEC.ENRL.GC	2004	Country estimation.
4	ABW	SE.PRE.TCHR	2006	Country estimation.

#pd.to_datetime(FootNote['YEAR'])

Le format Datetime n'est pas très lisible et ne me permets pas de garder uniquement l'année. Essai avec l'argument format = %Y, sans résultat. Je décide donc de convertir la date au format integer. J'aurais la possibilté de les ordonner.

FootNote['ANNÉE'] = FootNote['ANNÉE'].astype('int')

Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025.

FootNote_sub = FootNote[FootNote['ANNÉE']>=2005]
FootNote_sub = FootNote[FootNote['ANNÉE']<2030]

FootNote_sub.shape

(512941, 4)

FootNote_sub = FootNote_sub.reset_index()

FootNote_sub = FootNote_sub.drop(columns='index')

FootNote_sub.head()

	CODE PAYS	INDICATEUR	ANNÉE	DESCRIPTION
0	ABW	SE.PRE.ENRL.FE	2001	Country estimation.
1	ABW	SE.TER.TCHR.FE	2005	Country estimation.
2	ABW	SE.PRE.TCHR.FE	2000	Country estimation.
3	ABW	SE.SEC.ENRL.GC	2004	Country estimation.
4	ABW	SE.PRE.TCHR	2006	Country estimation.

FootNote.groupby(['CODE PAYS', 'ANNÉE'])['INDICATEUR'].count()

CODE PAYS  ANNÉE
ABW        1970      5
           1971      5
           1972      5
           1973      5
           1974      5
                    ..
ZWE        2013     23
           2014     34
           2015     26
           2016      2
           2017      2
Name: INDICATEUR, Length: 9846, dtype: int64

FootNote.duplicated(keep=False).sum()

0

mask1 = Data_sub['INDICATEUR']=='SE.TER.ENRL' 
mask2 =Data_sub['CODE PAYS']=='FRA'
Data_sub.loc[(mask1 & mask2),:]

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
235764	France	FRA	Enrolment in tertiary education, all programme...	SE.TER.ENRL	2187383.0	2201201.0	2179505.0	2164538.0	2172855.0	2245097.0	2259448.0	2296306.0	2338135.0	2388880.0	NaN	NaN

mask1 = FootNote['INDICATEUR']=='SE.TER.ENRL' 
mask2 =FootNote['CODE PAYS']=='FRA'
FootNote.loc[(mask2 & mask1),:]

	CODE PAYS	INDICATEUR	ANNÉE	DESCRIPTION
196877	FRA	SE.TER.ENRL	1999	Estimated
196878	FRA	SE.TER.ENRL	2000	Estimated
196879	FRA	SE.TER.ENRL	2001	Estimated
196880	FRA	SE.TER.ENRL	2002	Estimated
196881	FRA	SE.TER.ENRL	2003	Estimated
196882	FRA	SE.TER.ENRL	2004	Estimated
196883	FRA	SE.TER.ENRL	2005	Estimated
196884	FRA	SE.TER.ENRL	2006	Estimated
196885	FRA	SE.TER.ENRL	2007	Estimated
196886	FRA	SE.TER.ENRL	2008	Estimated
196887	FRA	SE.TER.ENRL	2009	Estimated
196888	FRA	SE.TER.ENRL	2010	Estimated
198367	FRA	SE.TER.ENRL	1971	Country Data
198368	FRA	SE.TER.ENRL	1972	Country Data
198369	FRA	SE.TER.ENRL	1973	Country Data
198370	FRA	SE.TER.ENRL	1974	Country Data
198371	FRA	SE.TER.ENRL	1975	Country Data
198372	FRA	SE.TER.ENRL	1976	Country Data
198373	FRA	SE.TER.ENRL	1977	Country Data
198374	FRA	SE.TER.ENRL	1978	Country Data
198375	FRA	SE.TER.ENRL	1979	Country Data
198376	FRA	SE.TER.ENRL	1980	Country Data
198377	FRA	SE.TER.ENRL	1981	Country Data
198378	FRA	SE.TER.ENRL	1982	Country Data
198379	FRA	SE.TER.ENRL	1983	Country Data
198380	FRA	SE.TER.ENRL	1985	Country Data
198381	FRA	SE.TER.ENRL	1986	Country Data
198382	FRA	SE.TER.ENRL	1987	Country Data
198383	FRA	SE.TER.ENRL	1988	Country Data
198384	FRA	SE.TER.ENRL	1989	Country Data
198385	FRA	SE.TER.ENRL	1990	Country Data
198386	FRA	SE.TER.ENRL	1991	Country Data
198387	FRA	SE.TER.ENRL	1992	Country Data
198388	FRA	SE.TER.ENRL	1993	Country Data
198389	FRA	SE.TER.ENRL	1994	Country Data
198390	FRA	SE.TER.ENRL	1995	Country Data
198391	FRA	SE.TER.ENRL	1996	Country Data
198392	FRA	SE.TER.ENRL	1997	Country Data

Conclusion : Le dataframe FootNote est consituté de 4 colonnes et de 515752 lignes. Chaque ligne correspond à un pays, à un indicateur, l'année de calcul de l'indicateur et à une Note de bas de page concernant le calcul de l'indicateur. Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025. Seul 1474 indicateurs sont évoqués, les 3665 indicateurs de Data ne font pas tous l'objet d'une note de bas de page.

1.5 Series

Series = pd.read_csv('EdStatsSeries.csv')

Series.info

<bound method DataFrame.info of                       Series Code         Topic  \
0             BAR.NOED.1519.FE.ZS    Attainment   
1                BAR.NOED.1519.ZS    Attainment   
2             BAR.NOED.15UP.FE.ZS    Attainment   
3                BAR.NOED.15UP.ZS    Attainment   
4             BAR.NOED.2024.FE.ZS    Attainment   
...                           ...           ...   
3660    UIS.XUNIT.USCONST.3.FSGOV  Expenditures   
3661    UIS.XUNIT.USCONST.4.FSGOV  Expenditures   
3662   UIS.XUNIT.USCONST.56.FSGOV  Expenditures   
3663  XGDP.23.FSGOV.FDINSTADM.FFD  Expenditures   
3664  XGDP.56.FSGOV.FDINSTADM.FFD  Expenditures   

                                         Indicator Name  \
0     Barro-Lee: Percentage of female population age...   
1     Barro-Lee: Percentage of population age 15-19 ...   
2     Barro-Lee: Percentage of female population age...   
3     Barro-Lee: Percentage of population age 15+ wi...   
4     Barro-Lee: Percentage of female population age...   
...                                                 ...   
3660  Government expenditure per upper secondary stu...   
3661  Government expenditure per post-secondary non-...   
3662  Government expenditure per tertiary student (c...   
3663  Government expenditure in secondary institutio...   
3664  Government expenditure in tertiary institution...   

                                       Short definition  \
0     Percentage of female population age 15-19 with...   
1     Percentage of population age 15-19 with no edu...   
2     Percentage of female population age 15+ with n...   
3     Percentage of population age 15+ with no educa...   
4     Percentage of female population age 20-24 with...   
...                                                 ...   
3660                                                NaN   
3661                                                NaN   
3662                                                NaN   
3663  Total general (local, regional and central) go...   
3664  Total general (local, regional and central) go...   

                                        Long definition  Unit of measure  \
0     Percentage of female population age 15-19 with...              NaN   
1     Percentage of population age 15-19 with no edu...              NaN   
2     Percentage of female population age 15+ with n...              NaN   
3     Percentage of population age 15+ with no educa...              NaN   
4     Percentage of female population age 20-24 with...              NaN   
...                                                 ...              ...   
3660  Average total (current, capital and transfers)...              NaN   
3661  Average total (current, capital and transfers)...              NaN   
3662  Average total (current, capital and transfers)...              NaN   
3663  Total general (local, regional and central) go...              NaN   
3664  Total general (local, regional and central) go...              NaN   

     Periodicity Base Period Other notes Aggregation method  ...  \
0            NaN         NaN         NaN                NaN  ...   
1            NaN         NaN         NaN                NaN  ...   
2            NaN         NaN         NaN                NaN  ...   
3            NaN         NaN         NaN                NaN  ...   
4            NaN         NaN         NaN                NaN  ...   
...          ...         ...         ...                ...  ...   
3660         NaN         NaN         NaN                NaN  ...   
3661         NaN         NaN         NaN                NaN  ...   
3662         NaN         NaN         NaN                NaN  ...   
3663         NaN         NaN   Secondary                NaN  ...   
3664         NaN         NaN    Tertiary                NaN  ...   

     Notes from original source  General comments  \
0                           NaN               NaN   
1                           NaN               NaN   
2                           NaN               NaN   
3                           NaN               NaN   
4                           NaN               NaN   
...                         ...               ...   
3660                        NaN               NaN   
3661                        NaN               NaN   
3662                        NaN               NaN   
3663                        NaN               NaN   
3664                        NaN               NaN   

                                                 Source  \
0     Robert J. Barro and Jong-Wha Lee: http://www.b...   
1     Robert J. Barro and Jong-Wha Lee: http://www.b...   
2     Robert J. Barro and Jong-Wha Lee: http://www.b...   
3     Robert J. Barro and Jong-Wha Lee: http://www.b...   
4     Robert J. Barro and Jong-Wha Lee: http://www.b...   
...                                                 ...   
3660                    UNESCO Institute for Statistics   
3661                    UNESCO Institute for Statistics   
3662                    UNESCO Institute for Statistics   
3663                    UNESCO Institute for Statistics   
3664                    UNESCO Institute for Statistics   

     Statistical concept and methodology Development relevance  \
0                                    NaN                   NaN   
1                                    NaN                   NaN   
2                                    NaN                   NaN   
3                                    NaN                   NaN   
4                                    NaN                   NaN   
...                                  ...                   ...   
3660                                 NaN                   NaN   
3661                                 NaN                   NaN   
3662                                 NaN                   NaN   
3663                                 NaN                   NaN   
3664                                 NaN                   NaN   

     Related source links Other web links  Related indicators  License Type  \
0                     NaN             NaN                 NaN           NaN   
1                     NaN             NaN                 NaN           NaN   
2                     NaN             NaN                 NaN           NaN   
3                     NaN             NaN                 NaN           NaN   
4                     NaN             NaN                 NaN           NaN   
...                   ...             ...                 ...           ...   
3660                  NaN             NaN                 NaN           NaN   
3661                  NaN             NaN                 NaN           NaN   
3662                  NaN             NaN                 NaN           NaN   
3663                  NaN             NaN                 NaN           NaN   
3664                  NaN             NaN                 NaN           NaN   

      Unnamed: 20  
0             NaN  
1             NaN  
2             NaN  
3             NaN  
4             NaN  
...           ...  
3660          NaN  
3661          NaN  
3662          NaN  
3663          NaN  
3664          NaN  

[3665 rows x 21 columns]>

Series.head()

	Series Code	Topic	Indicator Name	Short definition	Long definition	Unit of measure	Periodicity	Base Period	Other notes	Aggregation method	...	Notes from original source	General comments	Source	Statistical concept and methodology	Development relevance	Related source links	Other web links	Related indicators	License Type	Unnamed: 20
0	BAR.NOED.1519.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15-19 with...	Percentage of female population age 15-19 with...	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	Robert J. Barro and Jong-Wha Lee: http://www.b...	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	BAR.NOED.1519.ZS	Attainment	Barro-Lee: Percentage of population age 15-19 ...	Percentage of population age 15-19 with no edu...	Percentage of population age 15-19 with no edu...	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	Robert J. Barro and Jong-Wha Lee: http://www.b...	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	BAR.NOED.15UP.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15+ with n...	Percentage of female population age 15+ with n...	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	Robert J. Barro and Jong-Wha Lee: http://www.b...	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	BAR.NOED.15UP.ZS	Attainment	Barro-Lee: Percentage of population age 15+ wi...	Percentage of population age 15+ with no educa...	Percentage of population age 15+ with no educa...	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	Robert J. Barro and Jong-Wha Lee: http://www.b...	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	BAR.NOED.2024.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 20-24 with...	Percentage of female population age 20-24 with...	NaN	NaN	NaN	NaN	NaN	...	NaN	NaN	Robert J. Barro and Jong-Wha Lee: http://www.b...	NaN	NaN	NaN	NaN	NaN	NaN	NaN

5 rows × 21 columns

Series.isna().mean()

Series Code                            0.000000
Topic                                  0.000000
Indicator Name                         0.000000
Short definition                       0.411733
Long definition                        0.000000
Unit of measure                        1.000000
Periodicity                            0.972988
Base Period                            0.914325
Other notes                            0.849386
Aggregation method                     0.987176
Limitations and exceptions             0.996180
Notes from original source             1.000000
General comments                       0.996180
Source                                 0.000000
Statistical concept and methodology    0.993724
Development relevance                  0.999181
Related source links                   0.941337
Other web links                        1.000000
Related indicators                     1.000000
License Type                           1.000000
Unnamed: 20                            1.000000
dtype: float64

Series = Series.rename(columns = {'Series Code': 'INDICATEUR', 'Topic':'DOMAINE'} )
Series.columns = Series.columns.str.upper()

Series = Series.loc[:,Series.isna().mean()<0.7] #Je ne garde que les colonnes ayant un taux de valeur 
#inférieur 70%
#print(Series.head())
print('Taux de valeur manquantes moyen:',Series.isna().mean())

Taux de valeur manquantes moyen: INDICATEUR          0.000000
DOMAINE             0.000000
INDICATOR NAME      0.000000
SHORT DEFINITION    0.411733
LONG DEFINITION     0.000000
SOURCE              0.000000
dtype: float64

#Passage des codes en majuscules 
Series['INDICATEUR'] = Series['INDICATEUR'].str.upper()

Series.duplicated('INDICATEUR').sum()

0

Series['INDICATEUR'].unique().shape

(3665,)

Series[Series['INDICATEUR']== 'SE.TER.ENRL']
#Series[Series['INDICATEUR']== 'SP.POP.TOTL']
#Series[Series['INDICATEUR']== 'NY.GDP.PCAP.PP.CD']
#SP.POP.GROW

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
2332	SE.TER.ENRL	Tertiary	Enrolment in tertiary education, all programme...	NaN	The total number of students enrolled at publi...	UNESCO Institute for Statistics

Series.loc[Series['INDICATEUR']=='SP.POP.TOTL', 'INDICATOR NAME'].values[0]

'Population, total'

Conclusion : Le dataframe Series a pour clé primaire l'indicateur et son code. Chaque ligne correspond donc à un indicateur. Le dataframe nous renseigne sur le domaine avec la colonne Topic et la définition de l'indicateur. Logiquement, le dataframe Series comprend 3665 lignes, une ligne par indicateur.

Les taux de valeurs manquantes sont supérieurs à 70% pour les 16 colonnes qui suivent la colonne 'LONG DEFINITION'. À ce titre je décide d'alléger le dataset en éliminant les colonnes qui possèdent un taux de valeurs manquantes supérieurs à 70%.

J'obtiens un dataframe de 3665 lignes et 6 colonnes.

Le dataframe Series, permet d'identifier que la table Country_s ne prend en compte que des indicateurs relatif à la population.

1.6 Table *Series* et table *Country_s*

Pour comprendre le contenu de la table Country_s, je choisi de lui ajouter une nouvelle colonne 'DEFINITION' qui affectera pour chaque ligne la défnition du Code correspondant. L'information sera extraite de la table Series.

Country_s.head()

	CODE PAYS	INDICATEUR	DESCRIPTION
0	ABW	SP.POP.TOTL	Data sources : United Nations World Population...
1	ABW	SP.POP.GROW	Data sources: United Nations World Population ...
2	AFG	SP.POP.GROW	Data sources: United Nations World Population ...
3	AFG	NY.GDP.PCAP.PP.CD	Estimates are based on regression.
4	AFG	SP.POP.TOTL	Data sources : United Nations World Population...

Country_s['DEFINITION']= ''

Series.loc[Series['INDICATEUR']== 'SP.POP.TOTL', 'INDICATOR NAME']

2590    Population, total
Name: INDICATOR NAME, dtype: object

for i,c in Country_s.iterrows():
    mask = Series['INDICATEUR']==c['INDICATEUR']
    Country_s.iloc[i,-1]= Series.loc[mask,'INDICATOR NAME'].values[0]
##ATTENTION à ne prendre que la valeur en ajoutant l'attribut .values

Country_s.head()

	CODE PAYS	INDICATEUR	DESCRIPTION	DEFINITION
0	ABW	SP.POP.TOTL	Data sources : United Nations World Population...	Population, total
1	ABW	SP.POP.GROW	Data sources: United Nations World Population ...	Population growth (annual %)
2	AFG	SP.POP.GROW	Data sources: United Nations World Population ...	Population growth (annual %)
3	AFG	NY.GDP.PCAP.PP.CD	Estimates are based on regression.	GDP per capita, PPP (current international $)
4	AFG	SP.POP.TOTL	Data sources : United Nations World Population...	Population, total

Country_s['INDICATEUR'].unique()

array(['SP.POP.TOTL', 'SP.POP.GROW', 'NY.GDP.PCAP.PP.CD',
       'NY.GDP.MKTP.PP.KD', 'NY.GNP.MKTP.PP.CD', 'NY.GDP.MKTP.PP.CD',
       'NY.GDP.PCAP.PP.KD', 'NY.GNP.PCAP.PP.CD', 'SP.POP.1564.TO.ZS',
       'SP.POP.TOTL.MA.ZS', 'SP.POP.TOTL.FE.ZS', 'SP.POP.0014.TO.ZS',
       'NY.GNP.PCAP.CD', 'NY.GDP.PCAP.CD', 'NY.GDP.PCAP.KD',
       'SP.POP.1564.MA.IN', 'SP.POP.0014.TO', 'SP.POP.1564.TO',
       'SP.POP.1564.FE.IN', 'SP.POP.0014.MA.IN', 'SP.POP.0014.FE.IN'],
      dtype=object)

Conclusion : La table Country_s, contient pour chaque pays, une liste d'indicateur relatif à la démographie et au produits interieurs brut et produits national brut. Pour chaque pays, la population et son accroissement annuel est connu. Les autres indicateurs ne sont renseignés que pour une dizaine de pays à la fois.

Conclusion partie 1 : qualité du jeu de données

Le dataset

Table Country_s : Le dataframe Country_s est un tableau à 3 colonnes et 613 lignes. Chaque ligne correspond à un pays et un code faisant réference à un indicateur. Il y a 21 indicateurs au total dans le dataframe Country_s. Ces 21 indicateurs sont tous relatifs à la démographie et aux caractéristiques économiques des pays listés. Les 21 indicateurs ne sont pas renseignés pour tous les pays.

Table Country_sub : J'ai crée le dataset Country_sub à partir des features de la table Country qui m'intéressent : le code pays, la région et la catégorie de revenus. Chaque ligne correspond à un pays. C'est un dataframe de 4 colonnes et 214 lignes. Le taux de valeurs manquantes est nul et il n'y a pas de doublons.

Table Data : Le dataframe Data, liste par pays les 3665 indicateurs répertoriés dans la table Series et répertorié sur 120 ans entre 1970 et 2100. Les taux de valeurs manquantes sont élevés et en moyenne supérieur à 70% . Néanmoins, au vue du nombre d'indicateurs, si 30% des d'enregistrement et/ ou d'un indicateur sont correctement renseigné entre 2005 et 2015, il serait possible d'en tirer des conlcusions intéressantes.

import missingno as msno
A = Data_sub.sample(250)
%matplotlib inline
msno.matrix(A)

<AxesSubplot:>

%matplotlib inline
msno.bar(A)

<AxesSubplot:>

Table FootNote : Le dataframe FootNote est constitué de 4 colonnes et de 515752 lignes. Chaque ligne correspond à un pays, à un indicateur, l'année de calcul de l'indicateur et à une Note de bas de page concernant le calcul de l'indicateur. Pour être en cohérence avec la démarche employé au dataframe Data, je choisi de ne garder que les années comprises entre 2005 et 2025.

Table Series: Le dataframe Series liste les 3665 indicateurs que le set de données nous met à disposition dans le dataframe Data.

2. Sélection des indices/indicateurs

Hypothèse (H1):

• La start-up academy propose des cours en ligne à l'image de l'entreprise Maxicours i.e des cours de soutien scolaire. Ici ces cours seraient destinés aux lycéens et étudiants en cursus universitaire.

Pour répondre à la problématique du client, j'ai établi une liste de critères qui me paraîssent pertinents à l'expansion d'une start-up de la EdTech.

1. L'accès à une connexion internet
2. L'accès à un ordinateur personnel à usage individuel
3. Le pouvoir d’achat
4. L’investissement public dans les universités et lycées locaux
5. Le coût de l'instruction
6. Taux d'inscription aux universités
7. Taux d'inscription aux lycées

Series.head()

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
0	BAR.NOED.1519.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15-19 with...	Percentage of female population age 15-19 with...	Robert J. Barro and Jong-Wha Lee: http://www.b...
1	BAR.NOED.1519.ZS	Attainment	Barro-Lee: Percentage of population age 15-19 ...	Percentage of population age 15-19 with no edu...	Percentage of population age 15-19 with no edu...	Robert J. Barro and Jong-Wha Lee: http://www.b...
2	BAR.NOED.15UP.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15+ with n...	Percentage of female population age 15+ with n...	Robert J. Barro and Jong-Wha Lee: http://www.b...
3	BAR.NOED.15UP.ZS	Attainment	Barro-Lee: Percentage of population age 15+ wi...	Percentage of population age 15+ with no educa...	Percentage of population age 15+ with no educa...	Robert J. Barro and Jong-Wha Lee: http://www.b...
4	BAR.NOED.2024.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 20-24 with...	Percentage of female population age 20-24 with...	Robert J. Barro and Jong-Wha Lee: http://www.b...

Je recherche dans les 'DOMAINE' les domaines qui pourraient m'intéresser.

Series['DOMAINE'].unique()

array(['Attainment', 'Education Equality',
       'Infrastructure: Communications', 'Learning Outcomes',
       'Economic Policy & Debt: National accounts: US$ at current prices: Aggregate indicators',
       'Economic Policy & Debt: National accounts: US$ at constant 2010 prices: Aggregate indicators',
       'Economic Policy & Debt: Purchasing power parity',
       'Economic Policy & Debt: National accounts: Atlas GNI & GNI per capita',
       'Teachers', 'Education Management Information Systems (SABER)',
       'Early Child Development (SABER)',
       'Engaging the Private Sector (SABER)',
       'School Health and School Feeding (SABER)',
       'School Autonomy and Accountability (SABER)',
       'School Finance (SABER)', 'Student Assessment (SABER)',
       'Teachers (SABER)', 'Tertiary Education (SABER)',
       'Workforce Development (SABER)', 'Literacy', 'Background',
       'Primary', 'Secondary', 'Tertiary', 'Early Childhood Education',
       'Pre-Primary', 'Expenditures', 'Health: Risk factors',
       'Health: Mortality',
       'Social Protection & Labor: Labor force structure', 'Laber',
       'Social Protection & Labor: Unemployment',
       'Health: Population: Structure', 'Population',
       'Health: Population: Dynamics', 'EMIS',
       'Post-Secondary/Non-Tertiary'], dtype=object)

2.0. Implémention de la fonction ***eval_ind***

Je choisie d'implémenter la fonction eval_ind qui retournera pour un indicateur donné, le taux de valeurs manquantes de la table Data, le taux de valeur manquantes moyen total et le graphe de valeurs manquantes.

def eval_ind (st):
    #st est une chaîne de caractère
    tauxvn = Data_sub[Data_sub['INDICATEUR']== st].isna().mean()
    tauxvn_moy = Data_sub[Data_sub['INDICATEUR']== st].isna().mean()[4:].mean()
    mask = Data_sub[Data_sub['INDICATEUR']== st]
    mask_s= mask.sample(100)
    %matplotlib inline
    M = msno.matrix(mask_s)
    return tauxvn, tauxvn_moy, M 

2.1. Accessibilité

Les critères 1. et 2. concernent l'accès à internet et à un ordinateur. De tels indicateurs peuvent être trouvés dans le 'DOMAINE' 'Infrastructure: Communications'.

Series.loc[Series['DOMAINE']== 'Infrastructure: Communications',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
610	IT.CMP.PCMP.P2	Infrastructure: Communications	Personal computers (per 100 people)	NaN	Personal computers are self-contained computer...	International Telecommunication Union, World T...
611	IT.NET.USER.P2	Infrastructure: Communications	Internet users (per 100 people)	NaN	Internet users are individuals who have used t...	International Telecommunication Union, World T...

Series.loc[Series['DOMAINE']== 'Infrastructure: Communications','LONG DEFINITION'].values

array(['Personal computers are self-contained computers designed to be used by a single individual.',
       'Internet users are individuals who have used the Internet (from any location) in the last 3 months. The Internet can be used via a computer, mobile phone, personal digital assistant, games machine, digital TV etc.'],
      dtype=object)

Je retiens les deux indicateurs ci-dessus pour répondre aux critère 1. et 2.

Visualisation des valeurs manquantes

Critère 1. Accès à internet

eval_ind('IT.NET.USER.P2')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.080952
 2006            0.085714
 2007            0.052381
 2008            0.057143
 2009            0.061905
 2010            0.061905
 2011            0.052381
 2012            0.061905
 2013            0.061905
 2014            0.061905
 2015            0.061905
 2016            0.066667
 dtype: float64,
 0.06388888888888888,
 <AxesSubplot:>)

Les données concernant l'accès à internet sont complètes, avec un taux de valeurs manquantes de 6,2% entre les années 2005 et 2015 inclus.

Critère 2. Accès à un PC

eval_ind('IT.CMP.PCMP.P2')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.185714
 2006            0.528571
 2007            0.771429
 2008            0.871429
 2009            0.985714
 2010            1.000000
 2011            1.000000
 2012            1.000000
 2013            1.000000
 2014            1.000000
 2015            1.000000
 2016            1.000000
 dtype: float64,
 0.861904761904762,
 <AxesSubplot:>)

Après l'année 2007, le critère d'accès à un ordinateur personnel n'est plus fiable avec une moyenne de valeurs manquantes supérieur à 77%.

Conclusion:

Le critère d'accès à internet est disponible mais ne précise que le nombre de personnes (pour 100 personnes) qui ont eu accès à internet une fois dans les 3 mois précédents l'enregistrement. Ce qui ne donne pas d'indication sur un accès régulier.

Les données concernant l'accès à un ordinateur personnel ne sont pas suffisante après l'année 2005. Une piste éventuelle : évaluer l'évolution du critère pour les pays dont l'indicateur est renseigné jusqu'à 2008 et chercher une corrélation, et un modèle à appliquer par région et groupe de revenus.

2.2. Niveau d'instruction

Pour proposer des cours de soutien, il faut cibler les élèves inscrits à l'université et au lycée.

• Il faut quantifier par pays le nombre d'élèves inscrits au lycée
• Il faut quantifier par pays le nombre d'élèves inscrits à l'université

Avec l'hypothèse (H1) , j'exclue donc les non-inscrits qui auraient éventuellement pu profiter de cours en ligne pour une reprise d'étude ou pour une remise à niveau.

2.2.1 Exploration : DOMAINE == Attainment

Series.loc[Series['DOMAINE']== 'Attainment',:]

#The Educational Attainment Dashboard illustrates the distribution of 
#education attainment and human capital in over 100 countries from 1970 to 2010.

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
0	BAR.NOED.1519.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15-19 with...	Percentage of female population age 15-19 with...	Robert J. Barro and Jong-Wha Lee: http://www.b...
1	BAR.NOED.1519.ZS	Attainment	Barro-Lee: Percentage of population age 15-19 ...	Percentage of population age 15-19 with no edu...	Percentage of population age 15-19 with no edu...	Robert J. Barro and Jong-Wha Lee: http://www.b...
2	BAR.NOED.15UP.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 15+ with n...	Percentage of female population age 15+ with n...	Robert J. Barro and Jong-Wha Lee: http://www.b...
3	BAR.NOED.15UP.ZS	Attainment	Barro-Lee: Percentage of population age 15+ wi...	Percentage of population age 15+ with no educa...	Percentage of population age 15+ with no educa...	Robert J. Barro and Jong-Wha Lee: http://www.b...
4	BAR.NOED.2024.FE.ZS	Attainment	Barro-Lee: Percentage of female population age...	Percentage of female population age 20-24 with...	Percentage of female population age 20-24 with...	Robert J. Barro and Jong-Wha Lee: http://www.b...
...	...	...	...	...	...	...
2909	UIS.EA.S1.AG25T99.F	Attainment	UIS: Percentage of population age 25+ with som...	The percentage of female population (age 25 an...	The percentage of female population (age 25 an...	UNESCO Institute for Statistics
2910	UIS.EA.S1.AG25T99.M	Attainment	UIS: Percentage of population age 25+ with som...	The percentage of male population (age 25 and ...	The percentage of male population (age 25 and ...	UNESCO Institute for Statistics
2911	UIS.EA.UK.AG25T99	Attainment	UIS: Percentage of population age 25+ with unk...	The percentage of the population (age 25 and o...	The percentage of the population (age 25 and o...	UNESCO Institute for Statistics
2912	UIS.EA.UK.AG25T99.F	Attainment	UIS: Percentage of population age 25+ with unk...	The percentage of the female population (age 2...	The percentage of the female population (age 2...	UNESCO Institute for Statistics
2913	UIS.EA.UK.AG25T99.M	Attainment	UIS: Percentage of population age 25+ with unk...	The percentage of the male population (age 25 ...	The percentage of the male population (age 25 ...	UNESCO Institute for Statistics

733 rows × 6 columns

Series.loc[Series['DOMAINE']== 'Attainment','INDICATEUR'].unique()

array(['BAR.NOED.1519.FE.ZS', 'BAR.NOED.1519.ZS', 'BAR.NOED.15UP.FE.ZS',
       'BAR.NOED.15UP.ZS', 'BAR.NOED.2024.FE.ZS', 'BAR.NOED.2024.ZS',
       'BAR.NOED.2529.FE.ZS', 'BAR.NOED.2529.ZS', 'BAR.NOED.25UP.FE.ZS',
       'BAR.NOED.25UP.ZS', 'BAR.NOED.3034.FE.ZS', 'BAR.NOED.3034.ZS',
       'BAR.NOED.3539.FE.ZS', 'BAR.NOED.3539.ZS', 'BAR.NOED.4044.FE.ZS',
       'BAR.NOED.4044.ZS', 'BAR.NOED.4549.FE.ZS', 'BAR.NOED.4549.ZS',
       'BAR.NOED.5054.FE.ZS', 'BAR.NOED.5054.ZS', 'BAR.NOED.5559.FE.ZS',
       'BAR.NOED.5559.ZS', 'BAR.NOED.6064.FE.ZS', 'BAR.NOED.6064.ZS',
       'BAR.NOED.6569.FE.ZS', 'BAR.NOED.6569.ZS', 'BAR.NOED.7074.FE.ZS',
       'BAR.NOED.7074.ZS', 'BAR.NOED.75UP.FE.ZS', 'BAR.NOED.75UP.ZS',
       'BAR.POP.1519', 'BAR.POP.1519.FE', 'BAR.POP.15UP',
       'BAR.POP.15UP.FE', 'BAR.POP.2024', 'BAR.POP.2024.FE',
       'BAR.POP.2529', 'BAR.POP.2529.FE', 'BAR.POP.25UP',
       'BAR.POP.25UP.FE', 'BAR.POP.3034', 'BAR.POP.3034.FE',
       'BAR.POP.3539', 'BAR.POP.3539.FE', 'BAR.POP.4044',
       'BAR.POP.4044.FE', 'BAR.POP.4549', 'BAR.POP.4549.FE',
       'BAR.POP.5054', 'BAR.POP.5054.FE', 'BAR.POP.5559',
       'BAR.POP.5559.FE', 'BAR.POP.6064', 'BAR.POP.6064.FE',
       'BAR.POP.6569', 'BAR.POP.6569.FE', 'BAR.POP.7074',
       'BAR.POP.7074.FE', 'BAR.POP.75UP', 'BAR.POP.75UP.FE',
       'BAR.PRM.CMPT.1519.FE.ZS', 'BAR.PRM.CMPT.1519.ZS',
       'BAR.PRM.CMPT.15UP.FE.ZS', 'BAR.PRM.CMPT.15UP.ZS',
       'BAR.PRM.CMPT.2024.FE.ZS', 'BAR.PRM.CMPT.2024.ZS',
       'BAR.PRM.CMPT.2529.FE.ZS', 'BAR.PRM.CMPT.2529.ZS',
       'BAR.PRM.CMPT.25UP.FE.ZS', 'BAR.PRM.CMPT.25UP.ZS',
       'BAR.PRM.CMPT.3034.FE.ZS', 'BAR.PRM.CMPT.3034.ZS',
       'BAR.PRM.CMPT.3539.FE.ZS', 'BAR.PRM.CMPT.3539.ZS',
       'BAR.PRM.CMPT.4044.FE.ZS', 'BAR.PRM.CMPT.4044.ZS',
       'BAR.PRM.CMPT.4549.FE.ZS', 'BAR.PRM.CMPT.4549.ZS',
       'BAR.PRM.CMPT.5054.FE.ZS', 'BAR.PRM.CMPT.5054.ZS',
       'BAR.PRM.CMPT.5559.FE.ZS', 'BAR.PRM.CMPT.5559.ZS',
       'BAR.PRM.CMPT.6064.FE.ZS', 'BAR.PRM.CMPT.6064.ZS',
       'BAR.PRM.CMPT.6569.FE.ZS', 'BAR.PRM.CMPT.6569.ZS',
       'BAR.PRM.CMPT.7074.FE.ZS', 'BAR.PRM.CMPT.7074.ZS',
       'BAR.PRM.CMPT.75UP.FE.ZS', 'BAR.PRM.CMPT.75UP.ZS',
       'BAR.PRM.ICMP.1519.FE.ZS', 'BAR.PRM.ICMP.1519.ZS',
       'BAR.PRM.ICMP.15UP.FE.ZS', 'BAR.PRM.ICMP.15UP.ZS',
       'BAR.PRM.ICMP.2024.FE.ZS', 'BAR.PRM.ICMP.2024.ZS',
       'BAR.PRM.ICMP.2529.FE.ZS', 'BAR.PRM.ICMP.2529.ZS',
       'BAR.PRM.ICMP.25UP.FE.ZS', 'BAR.PRM.ICMP.25UP.ZS',
       'BAR.PRM.ICMP.3034.FE.ZS', 'BAR.PRM.ICMP.3034.ZS',
       'BAR.PRM.ICMP.3539.FE.ZS', 'BAR.PRM.ICMP.3539.ZS',
       'BAR.PRM.ICMP.4044.FE.ZS', 'BAR.PRM.ICMP.4044.ZS',
       'BAR.PRM.ICMP.4549.FE.ZS', 'BAR.PRM.ICMP.4549.ZS',
       'BAR.PRM.ICMP.5054.FE.ZS', 'BAR.PRM.ICMP.5054.ZS',
       'BAR.PRM.ICMP.5559.FE.ZS', 'BAR.PRM.ICMP.5559.ZS',
       'BAR.PRM.ICMP.6064.FE.ZS', 'BAR.PRM.ICMP.6064.ZS',
       'BAR.PRM.ICMP.6569.FE.ZS', 'BAR.PRM.ICMP.6569.ZS',
       'BAR.PRM.ICMP.7074.FE.ZS', 'BAR.PRM.ICMP.7074.ZS',
       'BAR.PRM.ICMP.75UP.FE.ZS', 'BAR.PRM.ICMP.75UP.ZS',
       'BAR.PRM.SCHL.1519', 'BAR.PRM.SCHL.1519.FE', 'BAR.PRM.SCHL.15UP',
       'BAR.PRM.SCHL.15UP.FE', 'BAR.PRM.SCHL.2024',
       'BAR.PRM.SCHL.2024.FE', 'BAR.PRM.SCHL.2529',
       'BAR.PRM.SCHL.2529.FE', 'BAR.PRM.SCHL.25UP',
       'BAR.PRM.SCHL.25UP.FE', 'BAR.PRM.SCHL.3034',
       'BAR.PRM.SCHL.3034.FE', 'BAR.PRM.SCHL.3539',
       'BAR.PRM.SCHL.3539.FE', 'BAR.PRM.SCHL.4044',
       'BAR.PRM.SCHL.4044.FE', 'BAR.PRM.SCHL.4549',
       'BAR.PRM.SCHL.4549.FE', 'BAR.PRM.SCHL.5054',
       'BAR.PRM.SCHL.5054.FE', 'BAR.PRM.SCHL.5559',
       'BAR.PRM.SCHL.5559.FE', 'BAR.PRM.SCHL.6064',
       'BAR.PRM.SCHL.6064.FE', 'BAR.PRM.SCHL.6569',
       'BAR.PRM.SCHL.6569.FE', 'BAR.PRM.SCHL.7074',
       'BAR.PRM.SCHL.7074.FE', 'BAR.PRM.SCHL.75UP',
       'BAR.PRM.SCHL.75UP.FE', 'BAR.SCHL.1519', 'BAR.SCHL.1519.FE',
       'BAR.SCHL.15UP', 'BAR.SCHL.15UP.FE', 'BAR.SCHL.2024',
       'BAR.SCHL.2024.FE', 'BAR.SCHL.2529', 'BAR.SCHL.2529.FE',
       'BAR.SCHL.25UP', 'BAR.SCHL.25UP.FE', 'BAR.SCHL.3034',
       'BAR.SCHL.3034.FE', 'BAR.SCHL.3539', 'BAR.SCHL.3539.FE',
       'BAR.SCHL.4044', 'BAR.SCHL.4044.FE', 'BAR.SCHL.4549',
       'BAR.SCHL.4549.FE', 'BAR.SCHL.5054', 'BAR.SCHL.5054.FE',
       'BAR.SCHL.5559', 'BAR.SCHL.5559.FE', 'BAR.SCHL.6064',
       'BAR.SCHL.6064.FE', 'BAR.SCHL.6569', 'BAR.SCHL.6569.FE',
       'BAR.SCHL.7074', 'BAR.SCHL.7074.FE', 'BAR.SCHL.75UP',
       'BAR.SCHL.75UP.FE', 'BAR.SEC.CMPT.1519.FE.ZS',
       'BAR.SEC.CMPT.1519.ZS', 'BAR.SEC.CMPT.15UP.FE.ZS',
       'BAR.SEC.CMPT.15UP.ZS', 'BAR.SEC.CMPT.2024.FE.ZS',
       'BAR.SEC.CMPT.2024.ZS', 'BAR.SEC.CMPT.2529.FE.ZS',
       'BAR.SEC.CMPT.2529.ZS', 'BAR.SEC.CMPT.25UP.FE.ZS',
       'BAR.SEC.CMPT.25UP.ZS', 'BAR.SEC.CMPT.3034.FE.ZS',
       'BAR.SEC.CMPT.3034.ZS', 'BAR.SEC.CMPT.3539.FE.ZS',
       'BAR.SEC.CMPT.3539.ZS', 'BAR.SEC.CMPT.4044.FE.ZS',
       'BAR.SEC.CMPT.4044.ZS', 'BAR.SEC.CMPT.4549.FE.ZS',
       'BAR.SEC.CMPT.4549.ZS', 'BAR.SEC.CMPT.5054.FE.ZS',
       'BAR.SEC.CMPT.5054.ZS', 'BAR.SEC.CMPT.5559.FE.ZS',
       'BAR.SEC.CMPT.5559.ZS', 'BAR.SEC.CMPT.6064.FE.ZS',
       'BAR.SEC.CMPT.6064.ZS', 'BAR.SEC.CMPT.6569.FE.ZS',
       'BAR.SEC.CMPT.6569.ZS', 'BAR.SEC.CMPT.7074.FE.ZS',
       'BAR.SEC.CMPT.7074.ZS', 'BAR.SEC.CMPT.75UP.FE.ZS',
       'BAR.SEC.CMPT.75UP.ZS', 'BAR.SEC.ICMP.1519.FE.ZS',
       'BAR.SEC.ICMP.1519.ZS', 'BAR.SEC.ICMP.15UP.FE.ZS',
       'BAR.SEC.ICMP.15UP.ZS', 'BAR.SEC.ICMP.2024.FE.ZS',
       'BAR.SEC.ICMP.2024.ZS', 'BAR.SEC.ICMP.2529.FE.ZS',
       'BAR.SEC.ICMP.2529.ZS', 'BAR.SEC.ICMP.25UP.FE.ZS',
       'BAR.SEC.ICMP.25UP.ZS', 'BAR.SEC.ICMP.3034.FE.ZS',
       'BAR.SEC.ICMP.3034.ZS', 'BAR.SEC.ICMP.3539.FE.ZS',
       'BAR.SEC.ICMP.3539.ZS', 'BAR.SEC.ICMP.4044.FE.ZS',
       'BAR.SEC.ICMP.4044.ZS', 'BAR.SEC.ICMP.4549.FE.ZS',
       'BAR.SEC.ICMP.4549.ZS', 'BAR.SEC.ICMP.5054.FE.ZS',
       'BAR.SEC.ICMP.5054.ZS', 'BAR.SEC.ICMP.5559.FE.ZS',
       'BAR.SEC.ICMP.5559.ZS', 'BAR.SEC.ICMP.6064.FE.ZS',
       'BAR.SEC.ICMP.6064.ZS', 'BAR.SEC.ICMP.6569.FE.ZS',
       'BAR.SEC.ICMP.6569.ZS', 'BAR.SEC.ICMP.7074.FE.ZS',
       'BAR.SEC.ICMP.7074.ZS', 'BAR.SEC.ICMP.75UP.FE.ZS',
       'BAR.SEC.ICMP.75UP.ZS', 'BAR.SEC.SCHL.1519',
       'BAR.SEC.SCHL.1519.FE', 'BAR.SEC.SCHL.15UP',
       'BAR.SEC.SCHL.15UP.FE', 'BAR.SEC.SCHL.2024',
       'BAR.SEC.SCHL.2024.FE', 'BAR.SEC.SCHL.2529',
       'BAR.SEC.SCHL.2529.FE', 'BAR.SEC.SCHL.25UP',
       'BAR.SEC.SCHL.25UP.FE', 'BAR.SEC.SCHL.3034',
       'BAR.SEC.SCHL.3034.FE', 'BAR.SEC.SCHL.3539',
       'BAR.SEC.SCHL.3539.FE', 'BAR.SEC.SCHL.4044',
       'BAR.SEC.SCHL.4044.FE', 'BAR.SEC.SCHL.4549',
       'BAR.SEC.SCHL.4549.FE', 'BAR.SEC.SCHL.5054',
       'BAR.SEC.SCHL.5054.FE', 'BAR.SEC.SCHL.5559',
       'BAR.SEC.SCHL.5559.FE', 'BAR.SEC.SCHL.6064',
       'BAR.SEC.SCHL.6064.FE', 'BAR.SEC.SCHL.6569',
       'BAR.SEC.SCHL.6569.FE', 'BAR.SEC.SCHL.7074',
       'BAR.SEC.SCHL.7074.FE', 'BAR.SEC.SCHL.75UP',
       'BAR.SEC.SCHL.75UP.FE', 'BAR.TER.CMPT.1519.FE.ZS',
       'BAR.TER.CMPT.1519.ZS', 'BAR.TER.CMPT.15UP.FE.ZS',
       'BAR.TER.CMPT.15UP.ZS', 'BAR.TER.CMPT.2024.FE.ZS',
       'BAR.TER.CMPT.2024.ZS', 'BAR.TER.CMPT.2529.FE.ZS',
       'BAR.TER.CMPT.2529.ZS', 'BAR.TER.CMPT.25UP.FE.ZS',
       'BAR.TER.CMPT.25UP.ZS', 'BAR.TER.CMPT.3034.FE.ZS',
       'BAR.TER.CMPT.3034.ZS', 'BAR.TER.CMPT.3539.FE.ZS',
       'BAR.TER.CMPT.3539.ZS', 'BAR.TER.CMPT.4044.FE.ZS',
       'BAR.TER.CMPT.4044.ZS', 'BAR.TER.CMPT.4549.FE.ZS',
       'BAR.TER.CMPT.4549.ZS', 'BAR.TER.CMPT.5054.FE.ZS',
       'BAR.TER.CMPT.5054.ZS', 'BAR.TER.CMPT.5559.FE.ZS',
       'BAR.TER.CMPT.5559.ZS', 'BAR.TER.CMPT.6064.FE.ZS',
       'BAR.TER.CMPT.6064.ZS', 'BAR.TER.CMPT.6569.FE.ZS',
       'BAR.TER.CMPT.6569.ZS', 'BAR.TER.CMPT.7074.FE.ZS',
       'BAR.TER.CMPT.7074.ZS', 'BAR.TER.CMPT.75UP.FE.ZS',
       'BAR.TER.CMPT.75UP.ZS', 'BAR.TER.ICMP.1519.FE.ZS',
       'BAR.TER.ICMP.1519.ZS', 'BAR.TER.ICMP.15UP.FE.ZS',
       'BAR.TER.ICMP.15UP.ZS', 'BAR.TER.ICMP.2024.FE.ZS',
       'BAR.TER.ICMP.2024.ZS', 'BAR.TER.ICMP.2529.FE.ZS',
       'BAR.TER.ICMP.2529.ZS', 'BAR.TER.ICMP.25UP.FE.ZS',
       'BAR.TER.ICMP.25UP.ZS', 'BAR.TER.ICMP.3034.FE.ZS',
       'BAR.TER.ICMP.3034.ZS', 'BAR.TER.ICMP.3539.FE.ZS',
       'BAR.TER.ICMP.3539.ZS', 'BAR.TER.ICMP.4044.FE.ZS',
       'BAR.TER.ICMP.4044.ZS', 'BAR.TER.ICMP.4549.FE.ZS',
       'BAR.TER.ICMP.4549.ZS', 'BAR.TER.ICMP.5054.FE.ZS',
       'BAR.TER.ICMP.5054.ZS', 'BAR.TER.ICMP.5559.FE.ZS',
       'BAR.TER.ICMP.5559.ZS', 'BAR.TER.ICMP.6064.FE.ZS',
       'BAR.TER.ICMP.6064.ZS', 'BAR.TER.ICMP.6569.FE.ZS',
       'BAR.TER.ICMP.6569.ZS', 'BAR.TER.ICMP.7074.FE.ZS',
       'BAR.TER.ICMP.7074.ZS', 'BAR.TER.ICMP.75UP.FE.ZS',
       'BAR.TER.ICMP.75UP.ZS', 'BAR.TER.SCHL.1519',
       'BAR.TER.SCHL.1519.FE', 'BAR.TER.SCHL.15UP',
       'BAR.TER.SCHL.15UP.FE', 'BAR.TER.SCHL.2024',
       'BAR.TER.SCHL.2024.FE', 'BAR.TER.SCHL.2529',
       'BAR.TER.SCHL.2529.FE', 'BAR.TER.SCHL.25UP',
       'BAR.TER.SCHL.25UP.FE', 'BAR.TER.SCHL.3034',
       'BAR.TER.SCHL.3034.FE', 'BAR.TER.SCHL.3539',
       'BAR.TER.SCHL.3539.FE', 'BAR.TER.SCHL.4044',
       'BAR.TER.SCHL.4044.FE', 'BAR.TER.SCHL.4549',
       'BAR.TER.SCHL.4549.FE', 'BAR.TER.SCHL.5054',
       'BAR.TER.SCHL.5054.FE', 'BAR.TER.SCHL.5559',
       'BAR.TER.SCHL.5559.FE', 'BAR.TER.SCHL.6064',
       'BAR.TER.SCHL.6064.FE', 'BAR.TER.SCHL.6569',
       'BAR.TER.SCHL.6569.FE', 'BAR.TER.SCHL.7074',
       'BAR.TER.SCHL.7074.FE', 'BAR.TER.SCHL.75UP',
       'BAR.TER.SCHL.75UP.FE', 'PRJ.ATT.1519.1.FE', 'PRJ.ATT.1519.1.MA',
       'PRJ.ATT.1519.1.MF', 'PRJ.ATT.1519.2.FE', 'PRJ.ATT.1519.2.MA',
       'PRJ.ATT.1519.2.MF', 'PRJ.ATT.1519.3.FE', 'PRJ.ATT.1519.3.MA',
       'PRJ.ATT.1519.3.MF', 'PRJ.ATT.1519.4.FE', 'PRJ.ATT.1519.4.MA',
       'PRJ.ATT.1519.4.MF', 'PRJ.ATT.1519.NED.FE', 'PRJ.ATT.1519.NED.MA',
       'PRJ.ATT.1519.NED.MF', 'PRJ.ATT.1519.S1.FE', 'PRJ.ATT.1519.S1.MA',
       'PRJ.ATT.1519.S1.MF', 'PRJ.ATT.15UP.1.FE', 'PRJ.ATT.15UP.1.MA',
       'PRJ.ATT.15UP.1.MF', 'PRJ.ATT.15UP.2.FE', 'PRJ.ATT.15UP.2.MA',
       'PRJ.ATT.15UP.2.MF', 'PRJ.ATT.15UP.3.FE', 'PRJ.ATT.15UP.3.MA',
       'PRJ.ATT.15UP.3.MF', 'PRJ.ATT.15UP.4.FE', 'PRJ.ATT.15UP.4.MA',
       'PRJ.ATT.15UP.4.MF', 'PRJ.ATT.15UP.NED.FE', 'PRJ.ATT.15UP.NED.MA',
       'PRJ.ATT.15UP.NED.MF', 'PRJ.ATT.15UP.S1.FE', 'PRJ.ATT.15UP.S1.MA',
       'PRJ.ATT.15UP.S1.MF', 'PRJ.ATT.2024.1.FE', 'PRJ.ATT.2024.1.MA',
       'PRJ.ATT.2024.1.MF', 'PRJ.ATT.2024.2.FE', 'PRJ.ATT.2024.2.MA',
       'PRJ.ATT.2024.2.MF', 'PRJ.ATT.2024.3.FE', 'PRJ.ATT.2024.3.MA',
       'PRJ.ATT.2024.3.MF', 'PRJ.ATT.2024.4.FE', 'PRJ.ATT.2024.4.MA',
       'PRJ.ATT.2024.4.MF', 'PRJ.ATT.2024.NED.FE', 'PRJ.ATT.2024.NED.MA',
       'PRJ.ATT.2024.NED.MF', 'PRJ.ATT.2024.S1.FE', 'PRJ.ATT.2024.S1.MA',
       'PRJ.ATT.2024.S1.MF', 'PRJ.ATT.2039.1.FE', 'PRJ.ATT.2039.1.MA',
       'PRJ.ATT.2039.1.MF', 'PRJ.ATT.2039.2.FE', 'PRJ.ATT.2039.2.MA',
       'PRJ.ATT.2039.2.MF', 'PRJ.ATT.2039.3.FE', 'PRJ.ATT.2039.3.MA',
       'PRJ.ATT.2039.3.MF', 'PRJ.ATT.2039.4.FE', 'PRJ.ATT.2039.4.MA',
       'PRJ.ATT.2039.4.MF', 'PRJ.ATT.2039.NED.FE', 'PRJ.ATT.2039.NED.MA',
       'PRJ.ATT.2039.NED.MF', 'PRJ.ATT.2039.S1.FE', 'PRJ.ATT.2039.S1.MA',
       'PRJ.ATT.2039.S1.MF', 'PRJ.ATT.2064.1.FE', 'PRJ.ATT.2064.1.MA',
       'PRJ.ATT.2064.1.MF', 'PRJ.ATT.2064.2.FE', 'PRJ.ATT.2064.2.MA',
       'PRJ.ATT.2064.2.MF', 'PRJ.ATT.2064.3.FE', 'PRJ.ATT.2064.3.MA',
       'PRJ.ATT.2064.3.MF', 'PRJ.ATT.2064.4.FE', 'PRJ.ATT.2064.4.MA',
       'PRJ.ATT.2064.4.MF', 'PRJ.ATT.2064.NED.FE', 'PRJ.ATT.2064.NED.MA',
       'PRJ.ATT.2064.NED.MF', 'PRJ.ATT.2064.S1.FE', 'PRJ.ATT.2064.S1.MA',
       'PRJ.ATT.2064.S1.MF', 'PRJ.ATT.2529.1.FE', 'PRJ.ATT.2529.1.MA',
       'PRJ.ATT.2529.1.MF', 'PRJ.ATT.2529.2.FE', 'PRJ.ATT.2529.2.MA',
       'PRJ.ATT.2529.2.MF', 'PRJ.ATT.2529.3.FE', 'PRJ.ATT.2529.3.MA',
       'PRJ.ATT.2529.3.MF', 'PRJ.ATT.2529.4.FE', 'PRJ.ATT.2529.4.MA',
       'PRJ.ATT.2529.4.MF', 'PRJ.ATT.2529.NED.FE', 'PRJ.ATT.2529.NED.MA',
       'PRJ.ATT.2529.NED.MF', 'PRJ.ATT.2529.S1.FE', 'PRJ.ATT.2529.S1.MA',
       'PRJ.ATT.2529.S1.MF', 'PRJ.ATT.25UP.1.FE', 'PRJ.ATT.25UP.1.MA',
       'PRJ.ATT.25UP.1.MF', 'PRJ.ATT.25UP.2.FE', 'PRJ.ATT.25UP.2.MA',
       'PRJ.ATT.25UP.2.MF', 'PRJ.ATT.25UP.3.FE', 'PRJ.ATT.25UP.3.MA',
       'PRJ.ATT.25UP.3.MF', 'PRJ.ATT.25UP.4.FE', 'PRJ.ATT.25UP.4.MA',
       'PRJ.ATT.25UP.4.MF', 'PRJ.ATT.25UP.NED.FE', 'PRJ.ATT.25UP.NED.MA',
       'PRJ.ATT.25UP.NED.MF', 'PRJ.ATT.25UP.S1.FE', 'PRJ.ATT.25UP.S1.MA',
       'PRJ.ATT.25UP.S1.MF', 'PRJ.ATT.4064.1.FE', 'PRJ.ATT.4064.1.MA',
       'PRJ.ATT.4064.1.MF', 'PRJ.ATT.4064.2.FE', 'PRJ.ATT.4064.2.MA',
       'PRJ.ATT.4064.2.MF', 'PRJ.ATT.4064.3.FE', 'PRJ.ATT.4064.3.MA',
       'PRJ.ATT.4064.3.MF', 'PRJ.ATT.4064.4.FE', 'PRJ.ATT.4064.4.MA',
       'PRJ.ATT.4064.4.MF', 'PRJ.ATT.4064.NED.FE', 'PRJ.ATT.4064.NED.MA',
       'PRJ.ATT.4064.NED.MF', 'PRJ.ATT.4064.S1.FE', 'PRJ.ATT.4064.S1.MA',
       'PRJ.ATT.4064.S1.MF', 'PRJ.ATT.60UP.1.FE', 'PRJ.ATT.60UP.1.MA',
       'PRJ.ATT.60UP.1.MF', 'PRJ.ATT.60UP.2.FE', 'PRJ.ATT.60UP.2.MA',
       'PRJ.ATT.60UP.2.MF', 'PRJ.ATT.60UP.3.FE', 'PRJ.ATT.60UP.3.MA',
       'PRJ.ATT.60UP.3.MF', 'PRJ.ATT.60UP.4.FE', 'PRJ.ATT.60UP.4.MA',
       'PRJ.ATT.60UP.4.MF', 'PRJ.ATT.60UP.NED.FE', 'PRJ.ATT.60UP.NED.MA',
       'PRJ.ATT.60UP.NED.MF', 'PRJ.ATT.60UP.S1.FE', 'PRJ.ATT.60UP.S1.MA',
       'PRJ.ATT.60UP.S1.MF', 'PRJ.ATT.80UP.1.FE', 'PRJ.ATT.80UP.1.MA',
       'PRJ.ATT.80UP.1.MF', 'PRJ.ATT.80UP.2.FE', 'PRJ.ATT.80UP.2.MA',
       'PRJ.ATT.80UP.2.MF', 'PRJ.ATT.80UP.3.FE', 'PRJ.ATT.80UP.3.MA',
       'PRJ.ATT.80UP.3.MF', 'PRJ.ATT.80UP.4.FE', 'PRJ.ATT.80UP.4.MA',
       'PRJ.ATT.80UP.4.MF', 'PRJ.ATT.80UP.NED.FE', 'PRJ.ATT.80UP.NED.MA',
       'PRJ.ATT.80UP.NED.MF', 'PRJ.ATT.80UP.S1.FE', 'PRJ.ATT.80UP.S1.MA',
       'PRJ.ATT.80UP.S1.MF', 'PRJ.ATT.ALL.1.FE', 'PRJ.ATT.ALL.1.MA',
       'PRJ.ATT.ALL.1.MF', 'PRJ.ATT.ALL.2.FE', 'PRJ.ATT.ALL.2.MA',
       'PRJ.ATT.ALL.2.MF', 'PRJ.ATT.ALL.3.FE', 'PRJ.ATT.ALL.3.MA',
       'PRJ.ATT.ALL.3.MF', 'PRJ.ATT.ALL.4.FE', 'PRJ.ATT.ALL.4.MA',
       'PRJ.ATT.ALL.4.MF', 'PRJ.ATT.ALL.NED.FE', 'PRJ.ATT.ALL.NED.MA',
       'PRJ.ATT.ALL.NED.MF', 'PRJ.ATT.ALL.S1.FE', 'PRJ.ATT.ALL.S1.MA',
       'PRJ.ATT.ALL.S1.MF', 'PRJ.MYS.0T19.FE', 'PRJ.MYS.0T19.MA',
       'PRJ.MYS.0T19.MF', 'PRJ.MYS.1519.FE', 'PRJ.MYS.1519.MA',
       'PRJ.MYS.1519.MF', 'PRJ.MYS.15UP.FE', 'PRJ.MYS.15UP.GPI',
       'PRJ.MYS.15UP.MA', 'PRJ.MYS.15UP.MF', 'PRJ.MYS.2024.FE',
       'PRJ.MYS.2024.MA', 'PRJ.MYS.2024.MF', 'PRJ.MYS.2039.FE',
       'PRJ.MYS.2039.MA', 'PRJ.MYS.2039.MF', 'PRJ.MYS.2064.FE',
       'PRJ.MYS.2064.MA', 'PRJ.MYS.2064.MF', 'PRJ.MYS.2529.FE',
       'PRJ.MYS.2529.MA', 'PRJ.MYS.2529.MF', 'PRJ.MYS.25UP.FE',
       'PRJ.MYS.25UP.GPI', 'PRJ.MYS.25UP.MA', 'PRJ.MYS.25UP.MF',
       'PRJ.MYS.4064.FE', 'PRJ.MYS.4064.MA', 'PRJ.MYS.4064.MF',
       'PRJ.MYS.60UP.FE', 'PRJ.MYS.60UP.MA', 'PRJ.MYS.60UP.MF',
       'PRJ.MYS.65UP.FE', 'PRJ.MYS.65UP.MA', 'PRJ.MYS.65UP.MF',
       'PRJ.MYS.80UP.FE', 'PRJ.MYS.80UP.MA', 'PRJ.MYS.80UP.MF',
       'PRJ.POP.1519.1.FE', 'PRJ.POP.1519.1.MA', 'PRJ.POP.1519.1.MF',
       'PRJ.POP.1519.2.FE', 'PRJ.POP.1519.2.MA', 'PRJ.POP.1519.2.MF',
       'PRJ.POP.1519.3.FE', 'PRJ.POP.1519.3.MA', 'PRJ.POP.1519.3.MF',
       'PRJ.POP.1519.4.FE', 'PRJ.POP.1519.4.MA', 'PRJ.POP.1519.4.MF',
       'PRJ.POP.1519.NED.FE', 'PRJ.POP.1519.NED.MA',
       'PRJ.POP.1519.NED.MF', 'PRJ.POP.1519.S1.FE', 'PRJ.POP.1519.S1.MA',
       'PRJ.POP.1519.S1.MF', 'PRJ.POP.2024.1.FE', 'PRJ.POP.2024.1.MA',
       'PRJ.POP.2024.1.MF', 'PRJ.POP.2024.2.FE', 'PRJ.POP.2024.2.MA',
       'PRJ.POP.2024.2.MF', 'PRJ.POP.2024.3.FE', 'PRJ.POP.2024.3.MA',
       'PRJ.POP.2024.3.MF', 'PRJ.POP.2024.4.FE', 'PRJ.POP.2024.4.MA',
       'PRJ.POP.2024.4.MF', 'PRJ.POP.2024.NED.FE', 'PRJ.POP.2024.NED.MA',
       'PRJ.POP.2024.NED.MF', 'PRJ.POP.2024.S1.FE', 'PRJ.POP.2024.S1.MA',
       'PRJ.POP.2024.S1.MF', 'PRJ.POP.2529.1.FE', 'PRJ.POP.2529.1.MA',
       'PRJ.POP.2529.1.MF', 'PRJ.POP.2529.2.FE', 'PRJ.POP.2529.2.MA',
       'PRJ.POP.2529.2.MF', 'PRJ.POP.2529.3.FE', 'PRJ.POP.2529.3.MA',
       'PRJ.POP.2529.3.MF', 'PRJ.POP.2529.4.FE', 'PRJ.POP.2529.4.MA',
       'PRJ.POP.2529.4.MF', 'PRJ.POP.2529.NED.FE', 'PRJ.POP.2529.NED.MA',
       'PRJ.POP.2529.NED.MF', 'PRJ.POP.2529.S1.FE', 'PRJ.POP.2529.S1.MA',
       'PRJ.POP.2529.S1.MF', 'PRJ.POP.ALL.1.FE', 'PRJ.POP.ALL.1.MA',
       'PRJ.POP.ALL.1.MF', 'PRJ.POP.ALL.2.FE', 'PRJ.POP.ALL.2.MA',
       'PRJ.POP.ALL.2.MF', 'PRJ.POP.ALL.3.FE', 'PRJ.POP.ALL.3.MA',
       'PRJ.POP.ALL.3.MF', 'PRJ.POP.ALL.4.FE', 'PRJ.POP.ALL.4.MA',
       'PRJ.POP.ALL.4.MF', 'PRJ.POP.ALL.NED.FE', 'PRJ.POP.ALL.NED.MA',
       'PRJ.POP.ALL.NED.MF', 'PRJ.POP.ALL.S1.FE', 'PRJ.POP.ALL.S1.MA',
       'PRJ.POP.ALL.S1.MF', 'UIS.EA.1.AG25T99', 'UIS.EA.1.AG25T99.F',
       'UIS.EA.1.AG25T99.M', 'UIS.EA.1T6.AG25T99', 'UIS.EA.1T6.AG25T99.F',
       'UIS.EA.1T6.AG25T99.GPI', 'UIS.EA.1T6.AG25T99.M',
       'UIS.EA.2.AG25T99', 'UIS.EA.2.AG25T99.F', 'UIS.EA.2.AG25T99.M',
       'UIS.EA.2T6.AG25T99', 'UIS.EA.2T6.AG25T99.F',
       'UIS.EA.2T6.AG25T99.GPI', 'UIS.EA.2T6.AG25T99.M',
       'UIS.EA.3.AG25T99', 'UIS.EA.3.AG25T99.F', 'UIS.EA.3.AG25T99.M',
       'UIS.EA.3T6.AG25T99', 'UIS.EA.3T6.AG25T99.F',
       'UIS.EA.3T6.AG25T99.GPI', 'UIS.EA.3T6.AG25T99.M',
       'UIS.EA.4.AG25T99', 'UIS.EA.4.AG25T99.F', 'UIS.EA.4.AG25T99.M',
       'UIS.EA.4T6.AG25T99', 'UIS.EA.4T6.AG25T99.F',
       'UIS.EA.4T6.AG25T99.GPI', 'UIS.EA.4T6.AG25T99.M',
       'UIS.EA.5.AG25T99', 'UIS.EA.5.AG25T99.F', 'UIS.EA.5.AG25T99.M',
       'UIS.EA.5T8.AG25T99', 'UIS.EA.5T8.AG25T99.F',
       'UIS.EA.5T8.AG25T99.GPI', 'UIS.EA.5T8.AG25T99.M',
       'UIS.EA.6.AG25T99', 'UIS.EA.6.AG25T99.F', 'UIS.EA.6.AG25T99.M',
       'UIS.EA.6T8.AG25T99', 'UIS.EA.6T8.AG25T99.F',
       'UIS.EA.6T8.AG25T99.GPI', 'UIS.EA.6T8.AG25T99.M',
       'UIS.EA.7.AG25T99', 'UIS.EA.7.AG25T99.F', 'UIS.EA.7.AG25T99.M',
       'UIS.EA.7T8.AG25T99', 'UIS.EA.7T8.AG25T99.F',
       'UIS.EA.7T8.AG25T99.GPI', 'UIS.EA.7T8.AG25T99.M',
       'UIS.EA.8.AG25T99', 'UIS.EA.8.AG25T99.F', 'UIS.EA.8.AG25T99.GPI',
       'UIS.EA.8.AG25T99.M', 'UIS.EA.MEAN.1T6.AG25T99',
       'UIS.EA.MEAN.1T6.AG25T99.F', 'UIS.EA.MEAN.1T6.AG25T99.M',
       'UIS.EA.NS.AG25T99', 'UIS.EA.NS.AG25T99.F', 'UIS.EA.NS.AG25T99.M',
       'UIS.EA.S1.AG25T99', 'UIS.EA.S1.AG25T99.F', 'UIS.EA.S1.AG25T99.M',
       'UIS.EA.UK.AG25T99', 'UIS.EA.UK.AG25T99.F', 'UIS.EA.UK.AG25T99.M'],
      dtype=object)

Series.loc[Series['INDICATEUR']== 'BAR.POP.1519','LONG DEFINITION'].unique()

array(['Population in thousands, age 15-19, total is the total population of 15-19 year olds in thousands estimated by Barro-Lee.'],
      dtype=object)

Compréhension de la nomenclature des indicateurs 'Attainment'

• BAR.NOED.XY.FE.ZS, Pré-fixe pour 'Barro Lee indicator' et 'no education', population âgé de X à Y si 'FE', indicateur appliqué au genre 'femme'
• BAR.POP.XY, Recensement de la population total âgé de X à Y
• BAR.PRM.CMPT.XY.FE.ZS, Pré-fixe pour 'Barro Lee indicator' et 'primary cycle', primaire, 'CMPT' indique si le cycle a été complété, 'ICMPT' si cylé incomplet, 'FE' pour le genre.
• BAR.SCHL, Années moyenne de scolarisation.
• BAR.SEC, Pré-fixe pour 'Barro Lee indicator' et 'secondary cycle', collège lycée
• BAR.TER, Pré-fixe pour 'Barro Lee indicator' et 'tertiary cycle', université
• PRJ.ATT.XY.W, Projections. 'ATT' pour 'attendance'. Part de la population âgé de X à Y qui au maximum, atteint le Wème cycle ou a fini le Wème cycle.
• PRJ.MYS.XX.MF, Projections. 'MYS' pour ' mean number of years'
• PRJ.POP.XX.W.FE, Projections. Population total âgé de X à Y qui au maximum complété un cycle primaire ou atteint un niveau collège.
• 'UIS.EA.1.AG25T99.M', Part de la population (%) âgé de 25 et plus qui a complété un cycle 1 (primaire) au maximum.

Plusieurs indicateurs expriment une approximations des mêmes informations à partir d'imputation différentes. En fonction des indicateurs les mieux renseigné dans le dataframe Data, un choix d'indicateur sera nécessaire.

2.2.2 Exploration DOMAINE == Secondary, Tertiary

Je choisi d'explorer les 'DOMAINE', 'Secondary', 'Tertiary' et 'Tertiary Edudcation (SABER)', spécialisé dans les indicateurs relatifs au niveau collège-lycée et enseignement supérieur.

Series.loc[Series['DOMAINE']== 'Secondary',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
2218	SE.ENR.PRSC.FM.ZS	Secondary	Gross enrolment ratio, primary and secondary, ...	NaN	Ratio of female gross enrolment ratio for prim...	UNESCO Institute for Statistics
2219	SE.ENR.SECO.FM.ZS	Secondary	Gross enrolment ratio, secondary, gender parit...	NaN	Ratio of female gross enrolment ratio for seco...	UNESCO Institute for Statistics
2287	SE.SEC.AGES	Secondary	Official entrance age to lower secondary educa...	NaN	Age at which students would enter lower second...	UNESCO Institute for Statistics
2288	SE.SEC.CMPT.LO.FE.ZS	Secondary	Lower secondary completion rate, female (%)	NaN	Total number of new female entrants in the las...	UNESCO Institute for Statistics
2289	SE.SEC.CMPT.LO.MA.ZS	Secondary	Lower secondary completion rate, male (%)	NaN	Total number of new male entrants in the last ...	UNESCO Institute for Statistics
...	...	...	...	...	...	...
3549	UIS.THAGE.3.A.GPV	Secondary	Official entrance age to upper secondary educa...	NaN	Age at which students would enter upper second...	UNESCO Institute for Statistics
3553	UIS.TRANRA.23.GPV.GPI	Secondary	Effective transition rate from primary to lowe...	NaN	The ratio of the female transition rate to the...	UNESCO Institute for Statistics
3578	UIS.UAPP.23	Secondary	Under-age enrolment ratio in secondary educati...	NaN	Percentage of the secondary school age populat...	UNESCO Institute for Statistics
3579	UIS.UAPP.23.F	Secondary	Under-age enrolment ratio in secondary educati...	NaN	Percentage of the female secondary school age ...	UNESCO Institute for Statistics
3580	UIS.UAPP.23.M	Secondary	Under-age enrolment ratio in secondary educati...	NaN	Percentage of the male secondary school age po...	UNESCO Institute for Statistics

256 rows × 6 columns

Series.loc[Series['DOMAINE']== 'Secondary','INDICATEUR'].unique()

array(['SE.ENR.PRSC.FM.ZS', 'SE.ENR.SECO.FM.ZS', 'SE.SEC.AGES',
       'SE.SEC.CMPT.LO.FE.ZS', 'SE.SEC.CMPT.LO.MA.ZS',
       'SE.SEC.CMPT.LO.ZS', 'SE.SEC.DURS', 'SE.SEC.DURS.LO ',
       'SE.SEC.DURS.UP', 'SE.SEC.ENRL', 'SE.SEC.ENRL.FE',
       'SE.SEC.ENRL.FE.VO.ZS', 'SE.SEC.ENRL.FE.ZS', 'SE.SEC.ENRL.GC',
       'SE.SEC.ENRL.GC.FE', 'SE.SEC.ENRL.GC.FE.ZS',
       'SE.SEC.ENRL.MA.VO.ZS', 'SE.SEC.ENRL.VO', 'SE.SEC.ENRL.VO.FE',
       'SE.SEC.ENRL.VO.FE.ZS', 'SE.SEC.ENRL.VO.ZS', 'SE.SEC.ENRR',
       'SE.SEC.ENRR.FE', 'SE.SEC.ENRR.LO', 'SE.SEC.ENRR.LO.FE',
       'SE.SEC.ENRR.LO.MA', 'SE.SEC.ENRR.MA', 'SE.SEC.ENRR.UP',
       'SE.SEC.ENRR.UP.FE ', 'SE.SEC.ENRR.UP.MA', 'SE.SEC.NENR',
       'SE.SEC.NENR.FE', 'SE.SEC.NENR.MA', 'SE.SEC.PRIV.ZS',
       'SE.SEC.PROG.FE.ZS', 'SE.SEC.PROG.MA.ZS', 'SE.SEC.PROG.ZS',
       'UIS.AFR.SCHBSP.2.PU.MIXTOIL', 'UIS.AFR.SCHBSP.2.PU.WELEC',
       'UIS.AFR.SCHBSP.2.PU.WNIELEC', 'UIS.AFR.SCHBSP.2.PU.WNIPOWAT',
       'UIS.AFR.SCHBSP.2.PU.WNITOIL', 'UIS.AFR.SCHBSP.2.PU.WOELEC',
       'UIS.AFR.SCHBSP.2.PU.WOPOWAT', 'UIS.AFR.SCHBSP.2.PU.WOTOIL',
       'UIS.AFR.SCHBSP.2.PU.WPOWAT', 'UIS.AFR.SCHBSP.2.PU.WSTOIL',
       'UIS.AFR.SCHBSP.2.PU.WTOIL', 'UIS.AIR.2.GPV', 'UIS.AIR.2.GPV.F',
       'UIS.AIR.2.GPV.GLAST.GPI', 'UIS.AIR.2.GPV.GPI', 'UIS.AIR.2.GPV.M',
       'UIS.DR.2.GPV.F', 'UIS.DR.2.GPV.G1.F', 'UIS.DR.2.GPV.G1.M',
       'UIS.DR.2.GPV.G1.T', 'UIS.DR.2.GPV.G2.F', 'UIS.DR.2.GPV.G2.M',
       'UIS.DR.2.GPV.G2.T', 'UIS.DR.2.GPV.G3.F', 'UIS.DR.2.GPV.G3.M',
       'UIS.DR.2.GPV.G3.T', 'UIS.DR.2.GPV.G4.F', 'UIS.DR.2.GPV.G4.M',
       'UIS.DR.2.GPV.G4.T', 'UIS.DR.2.GPV.G5.F', 'UIS.DR.2.GPV.G5.M',
       'UIS.DR.2.GPV.G5.T', 'UIS.DR.2.GPV.M', 'UIS.DR.2.GPV.T', 'UIS.E.2',
       'UIS.E.2.F', 'UIS.E.2.GPV', 'UIS.E.2.GPV.F', 'UIS.E.2.GPV.G1.F',
       'UIS.E.2.GPV.G1.T', 'UIS.E.2.GPV.G2.F', 'UIS.E.2.GPV.G2.T',
       'UIS.E.2.GPV.G3.F', 'UIS.E.2.GPV.G3.T', 'UIS.E.2.GPV.G4.F',
       'UIS.E.2.GPV.G4.T', 'UIS.E.2.GPV.G5.F', 'UIS.E.2.GPV.G5.T',
       'UIS.E.2.GPV.G6.F', 'UIS.E.2.GPV.G6.T', 'UIS.E.2.GPV.GUK.F',
       'UIS.E.2.GPV.GUK.T', 'UIS.E.2.PR', 'UIS.E.2.PR.F', 'UIS.E.2.PU',
       'UIS.E.2.PU.F', 'UIS.E.2.V', 'UIS.E.2.V.F', 'UIS.E.23.PR',
       'UIS.E.23.PR.F', 'UIS.E.23.PU', 'UIS.E.23.PU.F', 'UIS.E.3',
       'UIS.E.3.F', 'UIS.E.3.GPV', 'UIS.E.3.GPV.F', 'UIS.E.3.PR',
       'UIS.E.3.PR.F', 'UIS.E.3.PU', 'UIS.E.3.PU.F', 'UIS.E.3.V',
       'UIS.E.3.V.F', 'UIS.FEP.2', 'UIS.FEP.2.GPV', 'UIS.FEP.2.V',
       'UIS.FEP.3', 'UIS.FEP.3.GPV', 'UIS.FEP.3.V', 'UIS.FOFSTP.2',
       'UIS.FOFSTP.3', 'UIS.GER.12', 'UIS.GER.12.F', 'UIS.GER.12.GPI',
       'UIS.GER.12.M', 'UIS.GER.123', 'UIS.GER.123.F', 'UIS.GER.123.M',
       'UIS.GER.2.GPI', 'UIS.GER.3.GPI', 'UIS.GGR.2', 'UIS.GGR.2.F',
       'UIS.GGR.2.GPI', 'UIS.GGR.2.M', 'UIS.GTVP.2.GPV',
       'UIS.GTVP.2.GPV.F', 'UIS.GTVP.2.GPV.M', 'UIS.GTVP.2.V',
       'UIS.GTVP.2.V.F', 'UIS.GTVP.2.V.M', 'UIS.GTVP.23.GPV',
       'UIS.GTVP.23.GPV.F', 'UIS.GTVP.23.GPV.M', 'UIS.GTVP.3.GPV',
       'UIS.GTVP.3.GPV.F', 'UIS.GTVP.3.GPV.M', 'UIS.GTVP.3.V',
       'UIS.GTVP.3.V.F', 'UIS.GTVP.3.V.M', 'UIS.NER.2', 'UIS.NER.2.F',
       'UIS.NER.2.M', 'UIS.NER.23.GPI', 'UIS.NER.3', 'UIS.NER.3.F',
       'UIS.NER.3.M', 'UIS.NERA.2', 'UIS.NERA.2.F', 'UIS.NERA.2.GPI',
       'UIS.NERA.2.M', 'UIS.NERA.3', 'UIS.NERA.3.F', 'UIS.NERA.3.GPI',
       'UIS.NERA.3.M', 'UIS.NERT.2', 'UIS.NERT.2.F', 'UIS.NERT.2.GPI',
       'UIS.NERT.2.M', 'UIS.OFST.2', 'UIS.OFST.2.F', 'UIS.OFST.2.M',
       'UIS.OFST.3.CP', 'UIS.OFST.3.F.CP', 'UIS.OFST.3.M.CP', 'UIS.PRP.2',
       'UIS.PRP.3', 'UIS.R.2.GPV', 'UIS.R.2.GPV.F', 'UIS.R.2.GPV.G1',
       'UIS.R.2.GPV.G1.F', 'UIS.R.2.GPV.G2', 'UIS.R.2.GPV.G2.F',
       'UIS.R.2.GPV.G3', 'UIS.R.2.GPV.G3.F', 'UIS.R.2.GPV.G4',
       'UIS.R.2.GPV.G4.F', 'UIS.R.2.GPV.G5', 'UIS.R.2.GPV.G5.F',
       'UIS.R.2.GPV.G6', 'UIS.R.2.GPV.G6.F', 'UIS.REPP.2.GPV',
       'UIS.REPP.2.GPV.F', 'UIS.REPP.2.GPV.G1', 'UIS.REPP.2.GPV.G1.F',
       'UIS.REPP.2.GPV.G1.M', 'UIS.REPP.2.GPV.G2', 'UIS.REPP.2.GPV.G2.F',
       'UIS.REPP.2.GPV.G2.M', 'UIS.REPP.2.GPV.G3', 'UIS.REPP.2.GPV.G3.F',
       'UIS.REPP.2.GPV.G3.M', 'UIS.REPP.2.GPV.G4', 'UIS.REPP.2.GPV.G4.F',
       'UIS.REPP.2.GPV.G4.M', 'UIS.REPP.2.GPV.G5', 'UIS.REPP.2.GPV.G5.F',
       'UIS.REPP.2.GPV.G5.M', 'UIS.REPP.2.GPV.G6', 'UIS.REPP.2.GPV.G6.F',
       'UIS.REPP.2.GPV.G6.M', 'UIS.REPP.2.GPV.GPI', 'UIS.REPP.2.GPV.M',
       'UIS.REPR.2.GPV', 'UIS.REPR.2.GPV.F', 'UIS.REPR.2.GPV.G1',
       'UIS.REPR.2.GPV.G1.F', 'UIS.REPR.2.GPV.G1.M', 'UIS.REPR.2.GPV.G2',
       'UIS.REPR.2.GPV.G2.F', 'UIS.REPR.2.GPV.G2.M', 'UIS.REPR.2.GPV.G3',
       'UIS.REPR.2.GPV.G3.F', 'UIS.REPR.2.GPV.G3.M', 'UIS.REPR.2.GPV.G4',
       'UIS.REPR.2.GPV.G4.F', 'UIS.REPR.2.GPV.G4.M', 'UIS.REPR.2.GPV.G5',
       'UIS.REPR.2.GPV.G5.F', 'UIS.REPR.2.GPV.G5.M', 'UIS.REPR.2.GPV.M',
       'UIS.ROFST.2', 'UIS.ROFST.2.F', 'UIS.ROFST.2.M', 'UIS.ROFST.3.CP',
       'UIS.ROFST.3.F.CP', 'UIS.ROFST.3.M.CP', 'UIS.SLE.12',
       'UIS.SLE.12.F', 'UIS.SLE.12.M', 'UIS.SLE.123', 'UIS.SLE.123.F',
       'UIS.SLE.123.GPI', 'UIS.SLE.123.M', 'UIS.SLE.23', 'UIS.SLE.23.F',
       'UIS.SLE.23.GPI', 'UIS.SLE.23.M', 'UIS.SLEN.12.F',
       'UIS.SLEN.12.GPI', 'UIS.SLEN.12.M', 'UIS.SLEN.12.T',
       'UIS.SR.2.GPV.GLAST.CP.F', 'UIS.SR.2.GPV.GLAST.CP.M',
       'UIS.SR.2.GPV.GLAST.CP.T', 'UIS.SR.2.GPV.GLAST.GPI',
       'UIS.THAGE.3.A.GPV', 'UIS.TRANRA.23.GPV.GPI', 'UIS.UAPP.23',
       'UIS.UAPP.23.F', 'UIS.UAPP.23.M'], dtype=object)

Series.loc[Series['DOMAINE']== 'Tertiary','INDICATEUR'].unique()

array(['SE.ENR.TERT.FM.ZS', 'SE.SCH.LIFE', 'SE.SCH.LIFE.FE',
       'SE.SCH.LIFE.MA', 'SE.TER.CMPL.FE.ZS', 'SE.TER.CMPL.MA.ZS',
       'SE.TER.CMPL.ZS', 'SE.TER.ENRL', 'SE.TER.ENRL.FE',
       'SE.TER.ENRL.FE.ZS', 'SE.TER.ENRR', 'SE.TER.ENRR.FE',
       'SE.TER.ENRR.MA', 'SE.TER.GRAD', 'SE.TER.GRAD.AG.FE.ZS',
       'SE.TER.GRAD.AG.ZS', 'SE.TER.GRAD.ED.FE.ZS', 'SE.TER.GRAD.ED.ZS',
       'SE.TER.GRAD.EN.FE.ZS', 'SE.TER.GRAD.EN.ZS', 'SE.TER.GRAD.FE',
       'SE.TER.GRAD.FE.AG.ZS', 'SE.TER.GRAD.FE.ED.ZS',
       'SE.TER.GRAD.FE.EN.ZS', 'SE.TER.GRAD.FE.HL.ZS',
       'SE.TER.GRAD.FE.HU.ZS', 'SE.TER.GRAD.FE.OT.ZS',
       'SE.TER.GRAD.FE.SC.ZS', 'SE.TER.GRAD.FE.SS.ZS',
       'SE.TER.GRAD.FE.SV.ZS', 'SE.TER.GRAD.FE.ZS',
       'SE.TER.GRAD.HL.FE.ZS', 'SE.TER.GRAD.HL.ZS',
       'SE.TER.GRAD.HU.FE.ZS', 'SE.TER.GRAD.HU.ZS',
       'SE.TER.GRAD.OT.FE.ZS', 'SE.TER.GRAD.OT.ZS',
       'SE.TER.GRAD.SC.FE.ZS', 'SE.TER.GRAD.SC.ZS',
       'SE.TER.GRAD.SS.FE.ZS', 'SE.TER.GRAD.SS.ZS',
       'SE.TER.GRAD.SV.FE.ZS', 'SE.TER.GRAD.SV.ZS', 'SE.TER.PRIV.ZS',
       'SE.TOT.ENRR', 'UIS.E.4', 'UIS.E.4.F', 'UIS.E.4.PU',
       'UIS.E.4.PU.F', 'UIS.E.5.B', 'UIS.E.5.B.F', 'UIS.E.6', 'UIS.E.6.F',
       'UIS.E.7', 'UIS.E.7.F', 'UIS.E.8', 'UIS.E.8.F', 'UIS.FEP.4',
       'UIS.FEP.5.B', 'UIS.FEP.56.F140', 'UIS.FEP.56.F200',
       'UIS.FEP.56.F300', 'UIS.FEP.56.F400', 'UIS.FEP.56.F500',
       'UIS.FEP.56.F600', 'UIS.FEP.56.F700', 'UIS.FEP.56.F800',
       'UIS.FEP.56.FOREIGN', 'UIS.FEP.56.FUK', 'UIS.FEP.6', 'UIS.FEP.7',
       'UIS.FEP.8', 'UIS.FGP.5.B', 'UIS.FGP.56.F400500',
       'UIS.FGP.56.FNON400500', 'UIS.FGP.6', 'UIS.FGP.7', 'UIS.FGP.8',
       'UIS.FOSEP.56.F140', 'UIS.FOSEP.56.F140.F', 'UIS.FOSEP.56.F140.M',
       'UIS.FOSEP.56.F200', 'UIS.FOSEP.56.F200.F', 'UIS.FOSEP.56.F200.M',
       'UIS.FOSEP.56.F300', 'UIS.FOSEP.56.F300.F', 'UIS.FOSEP.56.F300.M',
       'UIS.FOSEP.56.F400', 'UIS.FOSEP.56.F400.F', 'UIS.FOSEP.56.F400.M',
       'UIS.FOSEP.56.F500', 'UIS.FOSEP.56.F500.F', 'UIS.FOSEP.56.F500.M',
       'UIS.FOSEP.56.F600', 'UIS.FOSEP.56.F600.F', 'UIS.FOSEP.56.F600.M',
       'UIS.FOSEP.56.F700', 'UIS.FOSEP.56.F700.F', 'UIS.FOSEP.56.F700.M',
       'UIS.FOSEP.56.F800', 'UIS.FOSEP.56.F800.F', 'UIS.FOSEP.56.F800.M',
       'UIS.FOSEP.56.FUK', 'UIS.FOSEP.56.FUK.F', 'UIS.FOSEP.56.FUK.M',
       'UIS.FOSGP.56.F140.M', 'UIS.FOSGP.56.F200.M',
       'UIS.FOSGP.56.F300.M', 'UIS.FOSGP.56.F400.M',
       'UIS.FOSGP.56.F500.M', 'UIS.FOSGP.56.F600.M',
       'UIS.FOSGP.56.F700.M', 'UIS.FOSGP.56.F800.M', 'UIS.FOSGP.56.FUK.M',
       'UIS.G.5.B.F', 'UIS.G.5.B.T', 'UIS.G.6.F', 'UIS.G.6.T',
       'UIS.G.7.F', 'UIS.G.7.T', 'UIS.G.8.F', 'UIS.G.8.T',
       'UIS.GER.1T6.F', 'UIS.GER.1T6.GPI', 'UIS.GER.1T6.M',
       'UIS.GGR.5.A.GPI', 'UIS.GOER.56', 'UIS.MENF.56', 'UIS.MENFR.56',
       'UIS.MS.56.F', 'UIS.MS.56.T', 'UIS.MSEP.56', 'UIS.MSEP.56.F',
       'UIS.MSEP.56.M', 'UIS.OE.56.40510 ', 'UIS.OMR.56',
       'UIS.SLE.1T6.GPI', 'UIS.SLE.56', 'UIS.SLE.56.F', 'UIS.SLE.56.GPI',
       'UIS.SLE.56.M', 'UIS.TE_100000.56', 'UIS.TE_100000.56.F',
       'UIS.TE_100000.56.M', 'UIS.TEP.5.B', 'UIS.TEP.5.B.F',
       'UIS.TEP.5.B.M', 'UIS.TEP.6', 'UIS.TEP.6.F', 'UIS.TEP.6.M',
       'UIS.TEP.7', 'UIS.TEP.7.F', 'UIS.TEP.7.M', 'UIS.TEP.8',
       'UIS.TEP.8.F', 'UIS.TEP.8.M', 'UIS.THAGE.4.A.GPV',
       'UIS.THDUR.4.A.GPV'], dtype=object)

Series.loc[Series['DOMAINE']== 'Tertiary Education (SABER)',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
2180	SABER.TER.GOAL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 1: Vis...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2181	SABER.TER.GOAL1.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 1 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2182	SABER.TER.GOAL2	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 2: Reg...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2183	SABER.TER.GOAL2.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 2 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2184	SABER.TER.GOAL3	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 3: Gov...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2185	SABER.TER.GOAL3.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 3 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2186	SABER.TER.GOAL3.LVL2	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 3 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2187	SABER.TER.GOAL4	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 4: Fin...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2188	SABER.TER.GOAL4.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 4 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2189	SABER.TER.GOAL4.LVL2	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 4 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2190	SABER.TER.GOAL4.LVL3	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 4 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2191	SABER.TER.GOAL5	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 5: Qua...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2192	SABER.TER.GOAL5.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 5 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2193	SABER.TER.GOAL6	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 6: The...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2194	SABER.TER.GOAL6.LVL1	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 6 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2195	SABER.TER.GOAL6.LVL2	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 6 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2196	SABER.TER.GOAL6.LVL3	Tertiary Education (SABER)	SABER: (Tertiary Education) Policy Goal 6 Leve...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...

Data[Data['INDICATEUR']=='Tertiary Education (SABER)']

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	1970	1971	1972	1973	1974	1975	...	2055	2060	2065	2070	2075	2080	2085	2090	2095	2100

0 rows × 69 columns

Series.loc[Series['INDICATEUR']== 'UIS.CR.3.URB.Q1',:]
#The number of persons in the relevant age group who have completed the last grade of 
#the given level of education is expressed as a percentage of the total 
#population (in the survey sample) of the same age group, Q1, poorest quantile 

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE

Series.loc[Series['INDICATEUR']== 'UIS.CR.3.URB.Q4',:]
#The number of persons in the relevant age group who have completed the last grade of 
#the given level of education is expressed as a percentage of the total 
#population (in the survey sample) of the same age group, Q1, poorest quantile 

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE

Series.loc[Series['INDICATEUR']== 'PRJ.ATT.15UP.2.MF',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
1709	PRJ.ATT.15UP.2.MF	Attainment	Projection: Percentage of the population age 1...	NaN	Share of the population of the stated age grou...	Wittgenstein Centre for Demography and Global ...

Series.loc[Series['INDICATEUR']== 'SE.TER.ENRL',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
2332	SE.TER.ENRL	Tertiary	Enrolment in tertiary education, all programme...	NaN	The total number of students enrolled at publi...	UNESCO Institute for Statistics

Conclusion 2.2

Deux indicateurs correspondent exactement aux critères :

• 'UIS.E.3':'Total number of students enrolled in public and private upper secondary education institutions regardless of age.'

• 'SE.TER.ENRL': 'Enrolment in tertiary education, both sexes (number)'; The total number of students enrolled at public and private tertiary education institutions

'UIS.E.3':'Total number of students enrolled in public and private upper secondary education institutions regardless of age.'

eval_ind('UIS.E.3')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.257143
 2006            0.290476
 2007            0.266667
 2008            0.280952
 2009            0.280952
 2010            0.295238
 2011            0.271429
 2012            0.285714
 2013            0.338095
 2014            0.447619
 2015            0.966667
 2016            1.000000
 dtype: float64,
 0.4150793650793651,
 <AxesSubplot:>)

L'indicateur 'UIS.E.3' a un taux de valeur manquante moyen de 37% entre 2005 et 2015. L'indicateur me semble exploitable. Il nous renseigne sur le nombre de lycéens inscrit à l'école publique ou privée sans tenir compte de l'âge. Cette démographie pourrait être visée pour des cours en lignes, type soutien scolaire.

'SE.TER.ENRL':'Total number of students enrolled in public and private tertiary education institutions regardless of age.'

eval_ind('SE.TER.ENRL')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.385714
 2006            0.390476
 2007            0.390476
 2008            0.366667
 2009            0.357143
 2010            0.338095
 2011            0.328571
 2012            0.333333
 2013            0.380952
 2014            0.414286
 2015            0.485714
 2016            0.966667
 dtype: float64,
 0.4281746031746032,
 <AxesSubplot:>)

L'indicateur 'SE.TER.ENRL' a un taux de valeur manquante moyen de 39% entre 2005 et 2015. L'indicateur me semble exploitable également.

2.3. Investissement public

Series.loc[Series['DOMAINE']== 'Expenditures','INDICATEUR'].unique()

array(['SE.XPD.CUR.TOTL.ZS', 'SE.XPD.PRIM.PC.ZS', 'SE.XPD.PRIM.ZS',
       'SE.XPD.SECO.PC.ZS', 'SE.XPD.SECO.ZS', 'SE.XPD.TERT.PC.ZS',
       'SE.XPD.TERT.ZS', 'SE.XPD.TOTL.GB.ZS', 'SE.XPD.TOTL.GD.ZS',
       'UIS.XGDP.0.FSGOV', 'UIS.XGDP.0.FSGOV.FDINSTADM.FFD',
       'UIS.XGDP.1.FSGOV', 'UIS.XGDP.1.FSGOV.FDINSTADM.FFD',
       'UIS.XGDP.23.FSGOV', 'UIS.XGDP.2T4.V.FSGOV', 'UIS.XGDP.4.FSGOV',
       'UIS.XGDP.4.FSGOV.FDINSTADM.FFD', 'UIS.XGDP.56.FSGOV',
       'UIS.XGDP.FSGOV.FDINSTADM.FFD', 'UIS.XGOVEXP.IMF.0',
       'UIS.XGOVEXP.IMF.1', 'UIS.XGOVEXP.IMF.2', 'UIS.XGOVEXP.IMF.23',
       'UIS.XGOVEXP.IMF.2T4.V', 'UIS.XGOVEXP.IMF.3', 'UIS.XGOVEXP.IMF.4',
       'UIS.XGOVEXP.IMF.56', 'UIS.XPUBP.0', 'UIS.XPUBP.2',
       'UIS.XPUBP.2T4.V', 'UIS.XPUBP.3', 'UIS.XPUBP.4', 'UIS.XPUBP.UK',
       'UIS.XSPENDP.0.FDPUB.FNCAP', 'UIS.XSPENDP.0.FDPUB.FNCUR',
       'UIS.XSPENDP.0.FDPUB.FNNONS', 'UIS.XSPENDP.0.FDPUB.FNS',
       'UIS.XSPENDP.1.FDPUB.FNCAP', 'UIS.XSPENDP.1.FDPUB.FNCUR',
       'UIS.XSPENDP.1.FDPUB.FNNONS', 'UIS.XSPENDP.1.FDPUB.FNS',
       'UIS.XSPENDP.2.FDPUB.FNCAP', 'UIS.XSPENDP.2.FDPUB.FNCUR',
       'UIS.XSPENDP.2.FDPUB.FNNONS', 'UIS.XSPENDP.2.FDPUB.FNS',
       'UIS.XSPENDP.23.FDPUB.FNCAP', 'UIS.XSPENDP.23.FDPUB.FNCUR',
       'UIS.XSPENDP.23.FDPUB.FNNONS', 'UIS.XSPENDP.23.FDPUB.FNS',
       'UIS.XSPENDP.3.FDPUB.FNCAP', 'UIS.XSPENDP.3.FDPUB.FNCUR',
       'UIS.XSPENDP.3.FDPUB.FNNONS', 'UIS.XSPENDP.3.FDPUB.FNS',
       'UIS.XSPENDP.4.FDPUB.FNCAP', 'UIS.XSPENDP.4.FDPUB.FNCUR',
       'UIS.XSPENDP.4.FDPUB.FNNONS', 'UIS.XSPENDP.4.FDPUB.FNS',
       'UIS.XSPENDP.56.FDPUB.FNCAP', 'UIS.XSPENDP.56.FDPUB.FNCUR',
       'UIS.XSPENDP.56.FDPUB.FNNONS', 'UIS.XSPENDP.56.FDPUB.FNS',
       'UIS.XSPENDP.FDPUB.FNCAP', 'UIS.XSPENDP.FDPUB.FNNONS',
       'UIS.XSPENDP.FDPUB.FNS', 'UIS.XUNIT.GDPCAP.2.FSGOV',
       'UIS.XUNIT.GDPCAP.3.FSGOV', 'UIS.XUNIT.GDPCAP.4.FSGOV',
       'UIS.XUNIT.PPP.1.FSGOV', 'UIS.XUNIT.PPP.2.FSGOV',
       'UIS.XUNIT.PPP.23.FSGOV', 'UIS.XUNIT.PPP.3.FSGOV',
       'UIS.XUNIT.PPP.4.FSGOV', 'UIS.XUNIT.PPP.56.FSGOV',
       'UIS.XUNIT.PPPCONST.1.FSGOV', 'UIS.XUNIT.PPPCONST.2.FSGOV',
       'UIS.XUNIT.PPPCONST.23.FSGOV', 'UIS.XUNIT.PPPCONST.3.FSGOV',
       'UIS.XUNIT.PPPCONST.4.FSGOV', 'UIS.XUNIT.PPPCONST.56.FSGOV',
       'UIS.XUNIT.US.1.FSGOV', 'UIS.XUNIT.US.2.FSGOV',
       'UIS.XUNIT.US.23.FSGOV', 'UIS.XUNIT.US.3.FSGOV',
       'UIS.XUNIT.US.4.FSGOV', 'UIS.XUNIT.US.56.FSGOV',
       'UIS.XUNIT.USCONST.1.FSGOV', 'UIS.XUNIT.USCONST.2.FSGOV',
       'UIS.XUNIT.USCONST.23.FSGOV', 'UIS.XUNIT.USCONST.3.FSGOV',
       'UIS.XUNIT.USCONST.4.FSGOV', 'UIS.XUNIT.USCONST.56.FSGOV',
       'XGDP.23.FSGOV.FDINSTADM.FFD', 'XGDP.56.FSGOV.FDINSTADM.FFD'],
      dtype=object)

Series.loc[Series['DOMAINE']== 'School Finance (SABER)',:]

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
2118	SABER.SCH.FNNC.GOAL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 1: Ensurin...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2119	SABER.SCH.FNNC.GOAL1.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 1 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2120	SABER.SCH.FNNC.GOAL1.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 1 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2121	SABER.SCH.FNNC.GOAL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 2: Monitor...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2122	SABER.SCH.FNNC.GOAL2.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 2 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2123	SABER.SCH.FNNC.GOAL2.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 2 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2124	SABER.SCH.FNNC.GOAL3	School Finance (SABER)	SABER: (School Finance) Policy Goal 3: Oversee...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2125	SABER.SCH.FNNC.GOAL3.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 3 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2126	SABER.SCH.FNNC.GOAL3.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 3 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2127	SABER.SCH.FNNC.GOAL4	School Finance (SABER)	SABER: (School Finance) Policy Goal 4: Budgeti...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2128	SABER.SCH.FNNC.GOAL4.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 4 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2129	SABER.SCH.FNNC.GOAL4.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 4 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2130	SABER.SCH.FNNC.GOAL5	School Finance (SABER)	SABER: (School Finance) Policy Goal 5: Providi...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2131	SABER.SCH.FNNC.GOAL5.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 5 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2132	SABER.SCH.FNNC.GOAL5.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 5 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2133	SABER.SCH.FNNC.GOAL6	School Finance (SABER)	SABER: (School Finance) Policy Goal 6: Managin...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2134	SABER.SCH.FNNC.GOAL6.LVL1	School Finance (SABER)	SABER: (School Finance) Policy Goal 6 Lever 1:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...
2135	SABER.SCH.FNNC.GOAL6.LVL2	School Finance (SABER)	SABER: (School Finance) Policy Goal 6 Lever 2:...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Data Interpretation: 1=Latent; 2=Emerging; 3=E...	Systems Approach for Better Education Results ...

eval_ind('SABER.SCH.FNNC.GOAL2.LVL2')
#Indicateur concernant les finances de l'éducation. Score allant de 1 à 4 pour répondre à la question
#"est-ce que les frais de scolarité représente une grande part des des dépenses des foyers à revenu faible "
#Indicateur intéressant, seulement,
#Les données sont disponibles uniquement pour la Guinée, Haïti, la Jamaique, la Serbie et le Paraguay. 

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            1.000000
 2006            1.000000
 2007            1.000000
 2008            1.000000
 2009            1.000000
 2010            1.000000
 2011            1.000000
 2012            0.985714
 2013            0.995238
 2014            1.000000
 2015            1.000000
 2016            1.000000
 dtype: float64,
 0.9984126984126984,
 <AxesSubplot:>)

Les indicateurs pertinents :

• UIS.XGDP.56.FSGOV : Total general (local, regional and central) government expenditure in educational institutions (current and capital) for tertiary education, expressed as a percentage of GDP

• UIS.XGDP.3.FSGOV :Government expenditure on upper secondary education as a percentage of GDP (%), Introuvable dans la base de donnée Series et Data.

• UIS.XGDP.23.FSGOV : Government expenditure on secondary education as % of GDP (%)(UIS.XGDP.23.FSGOV)

eval_ind('UIS.XGDP.56.FSGOV')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.590476
 2006            0.580952
 2007            0.580952
 2008            0.542857
 2009            0.504762
 2010            0.466667
 2011            0.504762
 2012            0.571429
 2013            0.647619
 2014            0.833333
 2015            0.995238
 2016            1.000000
 dtype: float64,
 0.6515873015873016,
 <AxesSubplot:>)

eval_ind('UIS.XGDP.23.FSGOV')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            0.623810
 2006            0.633333
 2007            0.600000
 2008            0.547619
 2009            0.533333
 2010            0.490476
 2011            0.495238
 2012            0.595238
 2013            0.647619
 2014            0.819048
 2015            0.995238
 2016            1.000000
 dtype: float64,
 0.665079365079365,
 <AxesSubplot:>)

Indicateur à part, qualité de l'enseignement.

'UIS.QUTP.2T3' : le pourcentage d'enseignants ayant les qualifications pour enseigner au secondaire

• 'UIS.QUTP.2T3' : le pourcentage d'enseignants ayant les qualifications pour enseigner au secondaire

eval_ind('UIS.QUTP.2T3')

(PAYS            0.000000
 CODE PAYS       0.000000
 INDICATEUR_N    0.000000
 INDICATEUR      0.000000
 2005            1.000000
 2006            1.000000
 2007            1.000000
 2008            1.000000
 2009            1.000000
 2010            1.000000
 2011            1.000000
 2012            0.995238
 2013            0.833333
 2014            0.785714
 2015            0.976190
 2016            1.000000
 dtype: float64,
 0.965873015873016,
 <AxesSubplot:>)

Conclusion 2.3

Pour répondre aux critères d'investissement public, je retiens les deux indicateurs suivants :

• UIS.XGDP.56.FSGOV : Total des dépenses du gouvernement pour l’éducation pour le cycle tertiaire (%PIB)

• UIS.XGDP.23.FSGOV : Total des dépenses du gouvernement pour l’éducation pour le cycle secondaire (%PIB)

H2 : je suppose qu'un gouvernement qui investit moins dans son éducation alors que les revenus des familles sont élevé, laisse une place pour academy

2.4. Pouvoir d'achat

Country_sub.head()

	CODE PAYS	PAYS	REGION	REVENUS
0	ABW	Aruba	Latin America & Caribbean	High income: nonOECD
1	AFG	Afghanistan	South Asia	Low income
2	AGO	Angola	Sub-Saharan Africa	Upper middle income
3	ALB	Albania	Europe & Central Asia	Upper middle income
4	AND	Andorra	Europe & Central Asia	High income: nonOECD

Pour une pré-analyse je me base sur les catégories de revenus renseignées dans la table Country_sub. Pour répondre au critère de pouvoir d'achat.

2.5. Conclusion Partie 2

Pour chaque critère identifié, un ou plusieurs indicateurs ont été choisi. Néanmoins, tous les indicateurs ne sont pas renseignés totalement et les taux moyen de valeurs manquantes varient entre 85% pour l'indicateur 'IT.CMP.PCMP.P2' qui mesure l'accès à un ordinateur personnel et 6,2% pour l'indicateur 'IT.NET.USER.P2' relatif à l'accès à internet.

NB : Les critères relatifs à la taille de la population et à son évolution ne sont pas renseignés dans la base de donnée fournie. Le nombre d'étudiants inscrits pourra donner une idée indirecte sur la taille de la population

Ci-dessous : la sélection des indicateurs issu des données fournies.

3. Mesure du potentiel

Dans cette partie je tente d'implémenter un système de notation compris entre 1 et 5.

Pour chaque indicateur, chaque pays reçoit une note allant de 1 à 5. En fonction de l'importance de chacun des critères, le score final sera une moyenne pondérée de chaque score.

Je crée deux indicateurs relatifs à l'investissement du gouvernement dans l'éducation et les niveaux de revenus : DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23. Plus la différence entre le score revenu et le score investissement est importante plus mon score DIFF.INVGOV.REVENU.XX est élevé.

3.1 Table ***Data_update*** et extraction des données récentes

Pour mesurer le potentiel je choisie de créer une table Data_update dont la clé primaire serait le pays et l'un des indicateurs sélectionnés. La colonne MAJ répertorie les valeurs mise à jour pour chaque indicateur, la colonne ANNEE_MAJ donne l'année d'estimation de la donnée.

J'inclue dans le table Data_update les années 2005 à 2020 et uniquement les lignes qui correspondent aux indicateurs sélectionnés. L'année 2022 étant indisponible, l'année la plus récente, hors projection est donc l'année 2020.

CRIT = [] #Liste des indicateurs/critères sélectionnés
CRIT = ['IT.NET.USER.P2','UIS.E.3',
 'SE.TER.ENRL',
 'UIS.XGDP.56.FSGOV',
 'UIS.XGDP.23.FSGOV',
 'IT.CMP.PCMP.P2']

#Création de la table Data_update
Data1 = Data.iloc[:, 0:4]
Data2 = Data.iloc[:,-30:-16] #Je choisi d'inclure toutes les années de 2005 à 2020
#L'année 2022 est indisponible, passage direct à l'année 2025 en projection.

Data1 = Data1.reset_index()
Data2 = Data2.reset_index()

Data_update = pd.merge(Data1,Data2,on='index')
Data_update = Data_update.loc[Data_update['INDICATEUR'].isin(CRIT)]

Data_update = Data_update.drop(columns='index')
Data_update.head()

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2020
1204	Afghanistan	AFG	Enrolment in tertiary education, all programme...	SE.TER.ENRL	NaN	NaN	NaN	NaN	95185.00	NaN	97504.0	NaN	NaN	262874.0	NaN	NaN	NaN	NaN
1214	Afghanistan	AFG	Enrolment in upper secondary education, both s...	UIS.E.3	190104.000000	271144.000000	285290.0	361193.00	443002.00	567344.0	743405.0	881415.000000	969267.0	968769.0	NaN	NaN	NaN	NaN
1265	Afghanistan	AFG	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1266	Afghanistan	AFG	Government expenditure on tertiary education a...	UIS.XGDP.56.FSGOV	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1375	Afghanistan	AFG	Internet users (per 100 people)	IT.NET.USER.P2	1.224148	2.107124	1.9	1.84	3.55	4.0	5.0	5.454545	5.9	7.0	8.26	10.595726	NaN	NaN

#Suppression des lignes entièrement vide 
Data_update['NB_NAN'] = Data_update.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_update['NB_NAN'].max())
print('nombre de ligne avant suppression',Data_update.shape[0])

inter=14 #nombre de colonne de 2005 - 2020 inclues
Data_update = Data_update[Data_update['NB_NAN'] < 14]
print('nombre de ligne après suppression',Data_update.shape[0])

Data_update = Data_update.reset_index()
Data_update = Data_update.drop(columns='index')
Data_update.head()

nombre max de valeur manquantes: 14
nombre de ligne avant suppression 1260
nombre de ligne après suppression 1060

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2020	NB_NAN
0	Afghanistan	AFG	Enrolment in tertiary education, all programme...	SE.TER.ENRL	NaN	NaN	NaN	NaN	95185.00	NaN	97504.0	NaN	NaN	262874.0	NaN	NaN	NaN	NaN	11
1	Afghanistan	AFG	Enrolment in upper secondary education, both s...	UIS.E.3	190104.000000	271144.000000	285290.0	361193.00	443002.00	567344.0	743405.0	881415.000000	969267.0	968769.0	NaN	NaN	NaN	NaN	4
2	Afghanistan	AFG	Internet users (per 100 people)	IT.NET.USER.P2	1.224148	2.107124	1.9	1.84	3.55	4.0	5.0	5.454545	5.9	7.0	8.26	10.595726	NaN	NaN	2
3	Afghanistan	AFG	Personal computers (per 100 people)	IT.CMP.PCMP.P2	0.341903	0.390148	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12
4	Albania	ALB	Enrolment in tertiary education, all programme...	SE.TER.ENRL	63257.000000	74747.000000	86863.0	90606.00	93139.00	122326.0	134877.0	160839.000000	173029.0	173819.0	160527.00	NaN	NaN	NaN	3

Data_update['MAJ']= np.isnan #initialisation de la colonne MAJ
Data_update['ANNÉE_MAJ']='' #initialisation de la colonne ANNEE_MAJ
col= Data_update.columns[4:-3].tolist()

for i,row in Data_update.iterrows():
    #print('check0',i)
    for j in reversed(col):
        if not(np.isnan(row[j])):
            a = row[j]
            break       
    Data_update.iloc[i,-2]=a
    Data_update.iloc[i,-1]=j

Data_update = Data_update[['PAYS', 'CODE PAYS', 'INDICATEUR_N','INDICATEUR','MAJ','ANNÉE_MAJ','NB_NAN']]
Data_update.head(10)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
0	Afghanistan	AFG	Enrolment in tertiary education, all programme...	SE.TER.ENRL	262874.0	2014	11
1	Afghanistan	AFG	Enrolment in upper secondary education, both s...	UIS.E.3	968769.0	2014	4
2	Afghanistan	AFG	Internet users (per 100 people)	IT.NET.USER.P2	10.595726	2016	2
3	Afghanistan	AFG	Personal computers (per 100 people)	IT.CMP.PCMP.P2	0.390148	2006	12
4	Albania	ALB	Enrolment in tertiary education, all programme...	SE.TER.ENRL	160527.0	2015	3
5	Albania	ALB	Enrolment in upper secondary education, both s...	UIS.E.3	151937.0	2014	4
6	Albania	ALB	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	0.70164	2013	13
7	Albania	ALB	Government expenditure on tertiary education a...	UIS.XGDP.56.FSGOV	0.77585	2013	13
8	Albania	ALB	Internet users (per 100 people)	IT.NET.USER.P2	66.363445	2016	2
9	Albania	ALB	Personal computers (per 100 people)	IT.CMP.PCMP.P2	4.593538	2008	10

Data_update.loc[Data_update['INDICATEUR']=='SE.TER.ENRL','INDICATEUR_N']='Nombre d\'inscription à l\'université'
Data_update.loc[Data_update['INDICATEUR']=='UIS.E.3','INDICATEUR_N']='Nombre d\'inscription au lycée'
Data_update.loc[Data_update['INDICATEUR']=='IT.NET.USER.P2','INDICATEUR_N']='Nombre d\'utilisateurs d\'internet (%)'
Data_update.loc[Data_update['INDICATEUR']=='IT.CMP.PCMP.P2','INDICATEUR_N']='Nombre d\'utilisateurs ayant un PC (%)'
Data_update.loc[Data_update['INDICATEUR']=='UIS.XGDP.23.FSGOV','INDICATEUR_N']= 'Dépenses du gouvernement dédiées au cycle secondaire (%PIB)'
Data_update.loc[Data_update['INDICATEUR']=='UIS.XGDP.56.FSGOV','INDICATEUR_N']= 'Dépenses du gouvernement dédiées au cycle tertiaire (%PIB)'
#Data_update[Data_update['ANNÉE_MAJ']==2020]
#Data_update[Data_update['ANNÉE_MAJ']==2017]
#Data_update.sort_values('ANNÉE_MAJ', ascending =False)

Data_update.isna().mean()

PAYS            0.0
CODE PAYS       0.0
INDICATEUR_N    0.0
INDICATEUR      0.0
MAJ             0.0
ANNÉE_MAJ       0.0
NB_NAN          0.0
dtype: float64

df_tampon = Data_update[['INDICATEUR','MAJ','ANNÉE_MAJ','INDICATEUR_N']]
df_tampon = df_tampon.sort_values('INDICATEUR')

indic_ls = df_tampon['INDICATEUR'].unique().tolist()
df_count = df_tampon.groupby(['INDICATEUR','INDICATEUR_N','ANNÉE_MAJ'])['MAJ'].count()
df_count = df_count.reset_index()
df_count = df_count.rename(columns={'MAJ':'COMPTE'})
df_count['ANNÉE_MAJ'] = pd.to_numeric(df_count['ANNÉE_MAJ'])
#print(df_count.dtypes)
#plt.rc('font', family='courrier')
Annee_X = df_count['ANNÉE_MAJ'].unique().tolist()
Annee_X = Annee_X.sort()
an = np.arange(2005,2021)

bot = np.array([an,np.zeros(len(an))])
df_bot = pd.DataFrame(data = bot,columns = an)
df_bot.loc[0] = 0
x  = an
y = np.zeros(len(an))
y_0 = np.zeros(len(an))
plt.style.use('seaborn')
fig, ax = plt.subplots(dpi=200, figsize=(8,10))
cmap = plt.cm.ocean
col = (np.arange(0,7))/6

for c,indic in enumerate(indic_ls):
    #print(c)
    #print('check indic', indic)
    sub_count = df_count.loc[df_count['INDICATEUR']==indic,:]
    #print(sub_count)OK
    df_bot.loc[c+1] = 0
    for j,row in sub_count.iterrows():
        a = row['ANNÉE_MAJ']
        df_bot.loc[c+1,a] = row['COMPTE'] 
        #print(df_bot) OK 
    y_0 += y
    #print('y et y_0',y, y_0)
    y = df_bot.loc[c+1].values
    desc = df_count.loc[df_count['INDICATEUR']==indic,'INDICATEUR_N'].values[0]
    ax.bar(x, y, label = indic+': '+desc ,bottom = y_0 , color = cmap(col)[c]) 
ax.set_ylabel('')
ax.set_title('Nombre d\'enregistrement par indicateur entre les années 2005 et 2020',
             fontsize = 8, pad = 8) 
ax.legend(fontsize = 5, loc = 'upper left', frameon= True, 
          framealpha = 1.0, facecolor= 'white')
plt.xlim(right = 2020.3, left =2004.3) 
plt.xticks(an)
plt.tick_params(labelsize =6,bottom = True)
plt.show()


#save plot
fig.savefig('P2_3_1_1.png', dpi=200, bbox_inches = 'tight')

Remarque : Les années 2017 et 2020 ne renferment aucune données relatives aux indicateurs sélectionnés. Les valeurs les plus récentes, datent de l'année 2016. L'indicateur IT.CMP.PCMP.P2, relatif à l'accès à un ordinateur personnel n'est pas renseigné au delà de l'année 2009. Entre temps de nombreux moyens et appareils ont permis d'accéder à un internet.

Il n'est pas précisé dans l'énoncé par quel moyen les cours de academy sont accessibles.

(H2) : Hypothèse :

Je suppose que les contenus de formation de academy sont accessibles par PC, tablettes et smartphones.

Au vue des éléments précédents, je supprime de ma liste l'indicateur 'IT.CMP.PCMP.P2'. De plus, l'indicateur 'IT.NET.USER.P2' relatif à l'accès à internet, prend en compte tous types d'accès via PC, tablettes, smartphone, box tv et les derniers enregistrement datent de 2016.

mask = Data_update['INDICATEUR']=='IT.CMP.PCMP.P2'
Data_update=Data_update[~mask] 
Data_update

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
0	Afghanistan	AFG	Nombre d'inscription à l'université	SE.TER.ENRL	262874.0	2014	11
1	Afghanistan	AFG	Nombre d'inscription au lycée	UIS.E.3	968769.0	2014	4
2	Afghanistan	AFG	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	10.595726	2016	2
4	Albania	ALB	Nombre d'inscription à l'université	SE.TER.ENRL	160527.0	2015	3
5	Albania	ALB	Nombre d'inscription au lycée	UIS.E.3	151937.0	2014	4
...	...	...	...	...	...	...	...
1054	Zimbabwe	ZWE	Nombre d'inscription à l'université	SE.TER.ENRL	135575.0	2015	9
1055	Zimbabwe	ZWE	Nombre d'inscription au lycée	UIS.E.3	490522.0	2013	12
1056	Zimbabwe	ZWE	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	0.50527	2010	13
1057	Zimbabwe	ZWE	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	0.45021	2010	12
1058	Zimbabwe	ZWE	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	23.119989	2016	2

886 rows × 7 columns

3.2 Création de l'indicateur ACC.IT.EL

Je choisie de créer un nouvel indicateur noté, 'ACC.IT.EL' calculé à partir de l'indicateur d'accès à internet et du nombres d'inscriptions total. 'ACC.IT.EL' indique la volumétrie du nombre d'élèves ayant accès à internet.

ACC.IT.EL = (Nombre d'élèves inscrits) x (Pourcentage de personnes ayant accès à internet)

##Création d'un nouvel indicateur ACC.IT.EL
#Fonction access_eleve renvoie le nombre d'élève ayant accès à internet
#et le nombre d'élève ayant accès à un PC pour l'un des indicateurs 'SE.TER.ENRL' ou 'UIS.E.3' donné.

def access_eleve(indic, codepays): #indicateur 'SE.TER.ENRL' ou 'UIS.E.3'
    ind_lis = Data_update.loc[Data_update['CODE PAYS']==codepays,'INDICATEUR'].unique().tolist()
    #print('check ', ind_lis)
    #print(indic)
    ind_it = 'IT.NET.USER.P2'
    mask00 = Data_update['CODE PAYS']==codepays
    mask01 = Data_update['INDICATEUR']==indic
    nb_= Data_update.loc[(mask00 & mask01),'MAJ'].values.tolist()[0]
    #print('Check 0',nb_)
    cible_it = np.nan
    mask2 = Data_update['CODE PAYS']== codepays
    if(ind_it in ind_lis): 
        mask1 = Data_update['INDICATEUR']==ind_it
        #print(mask1)
        nb_it = Data_update.loc[(mask1 & mask2),'MAJ'].values.tolist()[0]
        #print('Check 6, cas 3',nb_it/100)
        cible_it = round(nb_*(nb_it/100),0)
        #print('check 7 cas 3, ',cible_it)
    else:
        print('Attention, pas d','indicateur d','accesibilité',ind_it)
        
    return cible_it
    

#TEST
a = access_eleve('UIS.E.3','AND')
print(a)
b = access_eleve('SE.TER.ENRL','AND')
print(b)
#OK

1261.0
491.0

Data_update[Data_update['CODE PAYS']=='AND']

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
16	Andorra	AND	Nombre d'inscription à l'université	SE.TER.ENRL	501.0	2015	7
17	Andorra	AND	Nombre d'inscription au lycée	UIS.E.3	1288.0	2014	4
18	Andorra	AND	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	0.6284	2014	6
19	Andorra	AND	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	0.18618	2014	6
20	Andorra	AND	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	97.930637	2016	2

##Introduction du nouvel indicateur dans Data_update
##Application de l'approche probabiliste.
CODEPAYS_lis = Data_update['CODE PAYS'].unique().tolist()
PAYS_lis = Data_update['PAYS'].unique().tolist()
ind_univ = 'SE.TER.ENRL'
ind_lycee= 'UIS.E.3'
ind_it = 'IT.NET.USER.P2'
nb_it = 0
nb_etudiant = 0
nb_lyceen =0
cible_eleve_it = np.nan
#start = Data_update.shape[0]
#print(start)

## Indicateur IT

df_conc = {'PAYS':[],'CODE PAYS':[], 'INDICATEUR_N':[],'INDICATEUR':[],
                    'MAJ':[],'ANNÉE_MAJ':[],'NB_NAN':[]}

df_conc = pd.DataFrame(data=df_conc)

#double_lis_pays = CODEPAYS_lis

df_conc['CODE PAYS']= CODEPAYS_lis
df_conc['INDICATEUR_N'] = 'Nb élèves accès internet'
df_conc['INDICATEUR'] = 'ACC.IT.EL'

df_conc.head()

#double_lis_pays.extend(double_lis_pays)

#df_conc['PAYS'] = double_lis_pays


for count, pays in enumerate(CODEPAYS_lis):
    #print(count,pays)
    ind_lis = Data_update.loc[Data_update['CODE PAYS']==pays,'INDICATEUR'].unique().tolist()
    df_conc.iloc[count,0]=PAYS_lis[count]
    #print(ind_lis)
    if (ind_lycee in ind_lis) and (ind_univ in ind_lis): #cas 1
        ly= access_eleve(ind_lycee,pays)
        et = access_eleve(ind_univ,pays)
        cible_eleve_it = ly+et
        df_conc.iloc[count,4] = cible_eleve_it
    elif (ind_lycee in ind_lis): # cas 2
        ly = access_eleve(ind_lycee,pays)
        df_conc.iloc[count,4] = ly
    elif (ind_univ in ind_lis): # cas 3
        et = access_eleve(ind_univ,pays)
        df_conc.iloc[count,4] = et
    else:
        print('Absence des indicateurs',ind_lycee, ind_univ)

Data_update = pd.concat([Data_update, df_conc])
Data_update.tail()

Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Absence des indicateurs UIS.E.3 SE.TER.ENRL
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
200	Virgin Islands (U.S.)	VIR	Nb élèves accès internet	ACC.IT.EL	1483.0	NaN	NaN
201	West Bank and Gaza	PSE	Nb élèves accès internet	ACC.IT.EL	222127.0	NaN	NaN
202	Yemen, Rep.	YEM	Nb élèves accès internet	ACC.IT.EL	238291.0	NaN	NaN
203	Zambia	ZMB	Nb élèves accès internet	ACC.IT.EL	14457.0	NaN	NaN
204	Zimbabwe	ZWE	Nb élèves accès internet	ACC.IT.EL	144754.0	NaN	NaN

Data_update= Data_update.sort_values('PAYS')
Data_update = Data_update.reset_index()
Data_update = Data_update.drop(columns= 'index')
Data_update = Data_update[~Data_update['MAJ'].isna()]
Data_update.head(8)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
0	Afghanistan	AFG	Nombre d'inscription à l'université	SE.TER.ENRL	262874.0	2014	11.0
1	Afghanistan	AFG	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	10.595726	2016	2.0
2	Afghanistan	AFG	Nb élèves accès internet	ACC.IT.EL	130501.0	NaN	NaN
3	Afghanistan	AFG	Nombre d'inscription au lycée	UIS.E.3	968769.0	2014	4.0
4	Albania	ALB	Nombre d'inscription à l'université	SE.TER.ENRL	160527.0	2015	3.0
5	Albania	ALB	Nombre d'inscription au lycée	UIS.E.3	151937.0	2014	4.0
6	Albania	ALB	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	0.70164	2013	13.0
7	Albania	ALB	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	0.77585	2013	13.0

3.3 Pondération, table pond et Fonction coeff

Je crée la fonction coeff, qui renvoie les coefficients $\alpha$ et $\beta$ de la fonction affine

$$y = \alpha x + \beta $$

et qui a associe à une valeur $x$, son score sur 5. La fonction dépend de l'indicateur.

#Création d'une fonction coeff qui renvoie les coeffients alpha et beta des lois y = alpha.x +beta
#y étant le score et x la donnée

from numpy.linalg import inv
def coeff(indic):
    max_ind = Data_update.loc[Data_update['INDICATEUR']==indic,'MAJ'].max()
    min_ind = Data_update.loc[Data_update['INDICATEUR']== indic,'MAJ'].min()
    print('min, max check 2',min_ind, max_ind)
    Mat = np.array([[min_ind, 1],
                    [max_ind, 1]])
    vec =  np.array([[0],
                     [5]])
    Mat_inv = inv(Mat)
    coeff= np.dot(Mat_inv,vec)
    alpha=coeff[0].item()
    beta= coeff[1].item()
    print('check final:','valeur max = ',max_ind, ',score calculé avec alpha et beta = ',round((max_ind*alpha) + beta,1))
    return alpha, beta

a = coeff('ACC.IT.EL')
b = coeff('IT.NET.USER.P2')
a,b

min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
min, max check 2 0.0 98.2400163
check final: valeur max =  98.2400163 ,score calculé avec alpha et beta =  5.0

((1.0793364067077735e-07, 0.0), (0.05089575702767875, 0.0))

La table pond, donne pour chaque indicateur, la pondération à appliquer lors du calcul du score total. J'importe la table potentiel que j'ai crée. Au fur et à mesure des itérations, j'ajuste les pondérations.

#Importation de la feuille de calcul Mesure de potentiels, dernière version Itération 8
pond= pd.read_csv('potentiel.csv')
print(pond.dtypes)
pond 

Indicateur      object
Critères        object
Pondération    float64
dtype: object

	Indicateur	Critères	Pondération
0	INCOME GROUPS	Revenus	0.1
1	UIS.E.3	Inscription au lycée	1.5
2	SE.TER.ENRL	Inscription à l’université	1.5
3	DIFF.INV.REV	Écart entre les revenus et l’investissement du...	0.1

pond.columns=pond.columns.str.upper()
pond = pond[['INDICATEUR','PONDÉRATION']]
pond 

	INDICATEUR	PONDÉRATION
0	INCOME GROUPS	0.1
1	UIS.E.3	1.5
2	SE.TER.ENRL	1.5
3	DIFF.INV.REV	0.1

#Ajout des INDICATEURS et de leurs pondérations dans la table pond
pond.loc[len(pond), :] = ['ACC.IT.EL',1.5]
pond

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3238081248.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  pond.loc[len(pond), :] = ['ACC.IT.EL',1.5]

	INDICATEUR	PONDÉRATION
0	INCOME GROUPS	0.1
1	UIS.E.3	1.5
2	SE.TER.ENRL	1.5
3	DIFF.INV.REV	0.1
4	ACC.IT.EL	1.5

3.4 Calcul des scores

Dans cette partie, je calcule le score par pays en me basant sur les dernières données accessibles et stockées dans Data_update et la table pond.

• Je crée la table Data_potentiel : chaque ligne correspond à un pays. En colonne, j'aurais le score pondéré $S$.

$$ S = \frac{1}{N} \sum_{k=1}^N (P_k Dataupdate[MAJ]_k)$$

où $P_k$ est la pondération de l'indicateur $k$, cf. table "pond".

PAYS_lis= Data_update['PAYS'].unique().tolist()
CODE_PAYS_lis = Data_update['CODE PAYS'].unique().tolist()

d = {'PAYS':PAYS_lis,'CODE PAYS':CODE_PAYS_lis}
Data_potentiel = pd.DataFrame(data=d)
Data_potentiel['REGION'] = ''
Data_potentiel['SCORE REVENUS'] = ''

#Data_potentiel

## Remplissage des colonnes Région et Revenus extraite de la table Country_s
for l,rowc in Data_potentiel.iterrows():
    code = rowc['CODE PAYS']
    #print('check 0',code)
    reg = Country_sub.loc[Country_sub['CODE PAYS']==code,'REGION'].values
    #print('check 1',reg, reg[0])
    Data_potentiel.iloc[l,2]= reg[0]
    rev = Country_sub.loc[Country_sub['CODE PAYS']==code,'REVENUS'].values
    Data_potentiel.iloc[l,3]= rev[0]

#Création du dictionnaire income et affectation des valeurs dans le tableau de score. 
dic_inc= {'Low income': 1, 'Lower middle income': 2,'Upper middle income':3,'High income: nonOECD':5,
    'High income: OECD':5}

rev_lis = Data_potentiel['SCORE REVENUS'].tolist()

#Je remplace les revenus par leur notation
for count,i in enumerate(rev_lis):
    Data_potentiel.iloc[count,-1] = dic_inc[i]
    
#Création de la colonne score
#Data_potentiel['IT.NET.USER.P2'] = np.nan
#Data_potentiel['IT.CMP.PCMP.P2'] = np.nan
Data_potentiel['SE.TER.ENRL'] = np.nan
Data_potentiel['UIS.E.3'] = np.nan
Data_potentiel['ACC.IT.EL'] = np.nan
Data_potentiel['DIFF.INV.REV'] = np.nan
Data_potentiel['SCORE TOTAL'] = np.nan

Data_potentiel.head() 

	PAYS	CODE PAYS	REGION	SCORE REVENUS	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	SCORE TOTAL
0	Afghanistan	AFG	South Asia	1	NaN	NaN	NaN	NaN	NaN
1	Albania	ALB	Europe & Central Asia	3	NaN	NaN	NaN	NaN	NaN
2	Algeria	DZA	Middle East & North Africa	3	NaN	NaN	NaN	NaN	NaN
3	American Samoa	ASM	East Asia & Pacific	3	NaN	NaN	NaN	NaN	NaN
4	Andorra	AND	Europe & Central Asia	5	NaN	NaN	NaN	NaN	NaN

##Création de la fontionc score_diff_func, qui calcule les scores des indicateurs 
## DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23

def score_diff_func(codepays,indic): 
    #print('check 1 ', codepays)
    score_rev = Data_potentiel.loc[Data_potentiel['CODE PAYS']==codepays,'SCORE REVENUS'].values #score revenus [1 : 5]
    mask1 = Data_update['CODE PAYS']==codepays
    diff =0
    #print('check2',diff)
    #print('check3',indic)
    mask2 = Data_update['INDICATEUR']== indic
    inves = Data_update.loc[(mask1 & mask2),'MAJ'].values #Dernière valeur calculée de l'indicateur 'UIS.XGDP.23.FSGOV'
    #print('check4',inves)
    if inves.size ==0:
        print('Pas dindicateur',indic,'pour',codepays)
    else:
        alpha,beta = coeff(indic)
        score_inves = alpha*inves +beta
        s = score_rev - score_inves
        #print('s',s)
        if s <0: 
            s=0
        diff = s
        print('check diff',diff)
    return diff

#TEST FRANCE
diff = score_diff_func('FRA','UIS.XGDP.56.FSGOV')
diff[0]
#OK

min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.7643933413894737]

3.7643933413894737

#TEST AFGHANISTAN
diffmoyen = score_diff_func('AFG','UIS.XGDP.56.FSGOV')
#OK

Pas dindicateur UIS.XGDP.56.FSGOV pour AFG

##Pondération score revenu, score diff, et pondération totale
poid_rev = pond.loc[pond['INDICATEUR']=='INCOME GROUPS','PONDÉRATION'].values[0]
poid_diff = pond.loc[pond['INDICATEUR']=='DIFF.INV.REV','PONDÉRATION'].values[0]
print(poid_diff)
poid_total = pond.loc[:,'PONDÉRATION'].sum()
poid_total = round(poid_total,2)
print('poid_total',poid_total)

for i,row in Data_potentiel.iterrows():
    df_tampon = Data_update[Data_update['CODE PAYS']== row['CODE PAYS']]
    print('check 0',df_tampon)
    print('check 1',row['CODE PAYS'])
    ind_lis = df_tampon['INDICATEUR'].unique().tolist()
    print("check 2, liste indic", ind_lis)
    ##Initialisation des scores 
    score = 0
    score_inves =[]
    score_lyceen =0
    score_etudiant=0
    score_diff=0
    score_rev =0 
    S =0
    ##Stockage des indicateurs qui demandent un traitement particulier
    inves_56 = 'UIS.XGDP.56.FSGOV'
    inves_23 = 'UIS.XGDP.23.FSGOV'
    nb_lyceen =  'UIS.E.3'
    nb_etudiant= 'SE.TER.ENRL'
    it ='IT.NET.USER.P2'
    nb_it=0
    ##Autres variables 
    l = len(ind_lis)
    y=0
    for count,indic in enumerate(ind_lis):        
        print(indic)
        if (indic ==inves_56) or (indic ==inves_23): #cas1
            diff_cal= score_diff_func(row['CODE PAYS'],indic)
            print('check 3 cas 1, score inves, entrée',score_inves)
            score_inves.insert(-1,diff_cal) 
            print('check 3bis cas 1, score inves, sortie',score_inves)
        elif (indic == it):
            print('nope')
        else: #Les autres cas
            x = df_tampon.loc[df_tampon['INDICATEUR']==indic,'MAJ'].values.tolist()[0]
            print('check3a',indic)
            poid = pond.loc[pond['INDICATEUR']==indic,'PONDÉRATION'].values.tolist()[0]
            print('check 3 autres cas, pondération', poid)
            alpha, beta = coeff(indic)
            print('check 4, coeff', alpha, beta)
            y=(x*alpha + beta)
            print('check 5, y', y)
            mask = Data_potentiel['CODE PAYS']==row['CODE PAYS']
            Data_potentiel.loc[mask,indic]= round(y,2)
            print('check 6, score entree',score,count)
            score += y*poid
            print('check 7, score sortie',score,count)
    score_inves = np.array(score_inves)
    score_diff = score_inves.mean().item()
    score_diff = score_diff*poid_diff
    print('check fin score diff',score_diff)
    Data_potentiel.iloc[i,-2]= round(score_diff,2)
    score_rev = Data_potentiel.loc[mask,'SCORE REVENUS'].values[0]
    print('check fin score revenu entrée',score_rev)
    score_rev = score_rev*poid_rev 
    print('check fin score revenu sortie',score_rev)
    if np.isnan(score_diff) :
        S = (score_rev +score)/poid_total
        print('check S, cas 1', S)
        Data_potentiel.iloc[i,-1]= round(S,2)
    else : 
        S = (score_rev + score + score_diff)/poid_total
        print('check S, cas 2', S)
        Data_potentiel.iloc[i,-1]= round(S,2)
    
    

0.1
poid_total 4.7
check 0           PAYS CODE PAYS                          INDICATEUR_N  \
0  Afghanistan       AFG   Nombre d'inscription à l'université   
1  Afghanistan       AFG  Nombre d'utilisateurs d'internet (%)   
2  Afghanistan       AFG              Nb élèves accès internet   
3  Afghanistan       AFG         Nombre d'inscription au lycée   

       INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
0     SE.TER.ENRL   262874.0      2014    11.0  
1  IT.NET.USER.P2  10.595726      2016     2.0  
2       ACC.IT.EL   130501.0       NaN     NaN  
3         UIS.E.3   968769.0      2014     4.0  
check 1 AFG
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03028556283484121
check 6, score entree 0 0
check 7, score sortie 0.04542834425226181 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014085448041177116
check 6, score entree 0.04542834425226181 2
check 7, score sortie 0.06655651631402748 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08767385531514327
check 6, score entree 0.06655651631402748 3
check 7, score sortie 0.19806729928674238 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.06341857431632816
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
4  Albania       ALB                Nombre d'inscription à l'université   
5  Albania       ALB                      Nombre d'inscription au lycée   
6  Albania       ALB  Dépenses du gouvernement dédiées au cycle seco...   
7  Albania       ALB  Dépenses du gouvernement dédiées au cycle tert...   
8  Albania       ALB               Nombre d'utilisateurs d'internet (%)   
9  Albania       ALB                           Nb élèves accès internet   

          INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
4        SE.TER.ENRL   160527.0      2015     3.0  
5            UIS.E.3   151937.0      2014     4.0  
6  UIS.XGDP.23.FSGOV    0.70164      2013    13.0  
7  UIS.XGDP.56.FSGOV    0.77585      2013    13.0  
8     IT.NET.USER.P2  66.363445      2016     2.0  
9          ACC.IT.EL   207362.0       NaN     NaN  
check 1 ALB
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018485515250489554
check 6, score entree 0 0
check 7, score sortie 0.02772827287573433 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013723393339319753
check 6, score entree 0.02772827287573433 1
check 7, score sortie 0.04831336288471396 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.3881378150024615]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3881378150024615], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.261565936884304]
check 3 cas 1, score inves, entrée [array([2.3881378150024615], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.261565936884304], dtype=object), array([2.3881378150024615], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.022381335596773733
check 6, score entree 0.04831336288471396 5
check 7, score sortie 0.08188536627987456 5
check fin score diff 0.23248518759433826
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13071713912217292
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
10  Algeria       DZA               Nombre d'utilisateurs d'internet (%)   
11  Algeria       DZA                           Nb élèves accès internet   
12  Algeria       DZA                Nombre d'inscription à l'université   
13  Algeria       DZA                      Nombre d'inscription au lycée   
14  Algeria       DZA  Dépenses du gouvernement dédiées au cycle tert...   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
10     IT.NET.USER.P2  42.945527      2016     2.0  
11          ACC.IT.EL  1126056.0       NaN     NaN  
12        SE.TER.ENRL  1289474.0      2015     4.0  
13            UIS.E.3  1332584.0      2011     7.0  
14  UIS.XGDP.56.FSGOV    1.16981      2008    13.0  
check 1 DZA
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.12153932367917286
check 6, score entree 0 1
check 7, score sortie 0.1823089855187593 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.1486469105059543
check 6, score entree 0.1823089855187593 2
check 7, score sortie 0.40527935127769077 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12061121247516422
check 6, score entree 0.40527935127769077 3
check 7, score sortie 0.5861961699904371 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.8362599804615014]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.8362599804615014], dtype=object)]
check fin score diff 0.18362599804615015
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.22762173788012496
check 0               PAYS CODE PAYS                         INDICATEUR_N  \
16  American Samoa       ASM  Nombre d'inscription à l'université   

     INDICATEUR     MAJ ANNÉE_MAJ  NB_NAN  
16  SE.TER.ENRL  1607.0      2007    13.0  
check 1 ASM
check 2, liste indic ['SE.TER.ENRL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0001629111477296735
check 6, score entree 0 0
check 7, score sortie 0.00024436672159451026 0
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06388178015353076
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
17  Andorra       AND               Nombre d'utilisateurs d'internet (%)   
18  Andorra       AND  Dépenses du gouvernement dédiées au cycle seco...   
19  Andorra       AND  Dépenses du gouvernement dédiées au cycle tert...   
20  Andorra       AND                      Nombre d'inscription au lycée   
21  Andorra       AND                           Nb élèves accès internet   
22  Andorra       AND                Nombre d'inscription à l'université   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
17     IT.NET.USER.P2  97.930637      2016     2.0  
18  UIS.XGDP.23.FSGOV     0.6284      2014     6.0  
19  UIS.XGDP.56.FSGOV    0.18618      2014     6.0  
20            UIS.E.3     1288.0      2014     4.0  
21          ACC.IT.EL     1752.0       NaN     NaN  
22        SE.TER.ENRL      501.0      2015     7.0  
check 1 AND
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.462019234339251]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.462019234339251], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.898153730085431]
check 3 cas 1, score inves, entrée [array([4.462019234339251], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.898153730085431], dtype=object), array([4.462019234339251], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 8.46485959749312e-05
check 6, score entree 0 3
check 7, score sortie 0.0001269728939623968 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001890997384552019
check 6, score entree 0.0001269728939623968 4
check 7, score sortie 0.0004106225016451997 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 3.5395415677997e-05
check 6, score entree 0.0004106225016451997 5
check 7, score sortie 0.0004637156251621952 5
check fin score diff 0.46800864822123406
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2060579497545524
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
23  Angola       AGO                           Nb élèves accès internet   
24  Angola       AGO                Nombre d'inscription à l'université   
25  Angola       AGO                      Nombre d'inscription au lycée   
26  Angola       AGO  Dépenses du gouvernement dédiées au cycle tert...   
27  Angola       AGO  Dépenses du gouvernement dédiées au cycle seco...   
28  Angola       AGO               Nombre d'utilisateurs d'internet (%)   

           INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
23          ACC.IT.EL   68199.0       NaN     NaN  
24        SE.TER.ENRL  221037.0      2015     9.0  
25            UIS.E.3  303568.0      2011     8.0  
26  UIS.XGDP.56.FSGOV   0.19851      2006    12.0  
27  UIS.XGDP.23.FSGOV   0.96789      2006    12.0  
28     IT.NET.USER.P2      13.0      2016     2.0  
check 1 AGO
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007360966360106345
check 6, score entree 0 0
check 7, score sortie 0.011041449540159518 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025461986268976843
check 6, score entree 0.011041449540159518 1
check 7, score sortie 0.04923442894362478 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.027451041741752683
check 6, score entree 0.04923442894362478 2
check 7, score sortie 0.0904109915562538 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.884842667689838]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.884842667689838], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.119555977818431]
check 3 cas 1, score inves, entrée [array([2.884842667689838], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.119555977818431], dtype=object), array([2.884842667689838], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.25021993227541345
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13630445187907814
check 0                    PAYS CODE PAYS  \
29  Antigua and Barbuda       ATG   
30  Antigua and Barbuda       ATG   
31  Antigua and Barbuda       ATG   
32  Antigua and Barbuda       ATG   
33  Antigua and Barbuda       ATG   
34  Antigua and Barbuda       ATG   

                                         INDICATEUR_N         INDICATEUR  \
29                Nombre d'inscription à l'université        SE.TER.ENRL   
30                      Nombre d'inscription au lycée            UIS.E.3   
31  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
32  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
33               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
34                           Nb élèves accès internet          ACC.IT.EL   

        MAJ ANNÉE_MAJ  NB_NAN  
29   1792.0      2012    10.0  
30   2615.0      2014     8.0  
31  0.93853      2011    12.0  
32  0.18783      2009    13.0  
33     73.0      2016     2.0  
34   3217.0       NaN     NaN  
check 1 ATG
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00018424063274735897
check 6, score entree 0 0
check 7, score sortie 0.00027636094912103845 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00020478622897892443
check 6, score entree 0.00027636094912103845 1
check 7, score sortie 0.0005835402925894251 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.149173109564338]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.149173109564338], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.8963724398622235]
check 3 cas 1, score inves, entrée [array([4.149173109564338], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.8963724398622235], dtype=object), array([4.149173109564338], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 0.0
check 5, y 0.00034722252203789073
check 6, score entree 0.0005835402925894251 5
check 7, score sortie 0.0011043740756462614 5
check fin score diff 0.4522772774713281
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20284715990361157
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
35  Argentina       ARG                           Nb élèves accès internet   
36  Argentina       ARG               Nombre d'utilisateurs d'internet (%)   
37  Argentina       ARG  Dépenses du gouvernement dédiées au cycle tert...   
38  Argentina       ARG  Dépenses du gouvernement dédiées au cycle seco...   
39  Argentina       ARG                      Nombre d'inscription au lycée   
40  Argentina       ARG                Nombre d'inscription à l'université   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
35          ACC.IT.EL  3221428.0       NaN     NaN  
36     IT.NET.USER.P2  70.150764      2016     2.0  
37  UIS.XGDP.56.FSGOV    1.08136      2013     5.0  
38  UIS.XGDP.23.FSGOV    2.21926      2013     5.0  
39            UIS.E.3  1722700.0      2013     5.0  
40        SE.TER.ENRL  2869450.0      2014     4.0  
check 1 ARG
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.34770045219878093
check 6, score entree 0 0
check 7, score sortie 0.5215506782981714 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.931747689359483]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.931747689359483], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.8572265019212093]
check 3 cas 1, score inves, entrée [array([1.931747689359483], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8572265019212093], dtype=object), array([1.931747689359483], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15592968484666825
check 6, score entree 0.5215506782981714 4
check 7, score sortie 0.7554452055681737 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.33080947494002266
check 6, score entree 0.7554452055681737 5
check 7, score sortie 1.2516594179782077 5
check fin score diff 0.13944870956403463
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.35981023990260474
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
41  Armenia       ARM               Nombre d'utilisateurs d'internet (%)   
42  Armenia       ARM                           Nb élèves accès internet   
43  Armenia       ARM                      Nombre d'inscription au lycée   
44  Armenia       ARM                Nombre d'inscription à l'université   
45  Armenia       ARM  Dépenses du gouvernement dédiées au cycle tert...   
46  Armenia       ARM  Dépenses du gouvernement dédiées au cycle seco...   

           INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
41     IT.NET.USER.P2      62.0      2016     2.0  
42          ACC.IT.EL  130851.0       NaN     NaN  
43            UIS.E.3  103385.0      2014     4.0  
44        SE.TER.ENRL  107665.0      2015     3.0  
45  UIS.XGDP.56.FSGOV   0.30521      2014     7.0  
46  UIS.XGDP.23.FSGOV   1.22022      2014    11.0  
check 1 ARM
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014123224815411888
check 6, score entree 0 1
check 7, score sortie 0.02118483722311783 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009327822610148782
check 6, score entree 0.02118483722311783 2
check 7, score sortie 0.035176571138341 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.012390816672084741
check 6, score entree 0.035176571138341 3
check 7, score sortie 0.05376279614646812 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7696529687588045]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7696529687588045], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.8650161216119487]
check 3 cas 1, score inves, entrée [array([1.7696529687588045], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8650161216119487], dtype=object), array([1.7696529687588045], dtype=object)]
check fin score diff 0.13173345451853766
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08202047886489484
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
47  Aruba       ABW                           Nb élèves accès internet   
48  Aruba       ABW  Dépenses du gouvernement dédiées au cycle tert...   
49  Aruba       ABW                Nombre d'inscription à l'université   
50  Aruba       ABW                      Nombre d'inscription au lycée   
51  Aruba       ABW  Dépenses du gouvernement dédiées au cycle seco...   
52  Aruba       ABW               Nombre d'utilisateurs d'internet (%)   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
47          ACC.IT.EL     5619.0       NaN     NaN  
48  UIS.XGDP.56.FSGOV     0.5376      2005    13.0  
49        SE.TER.ENRL     1166.0      2015     3.0  
50            UIS.E.3     4841.0      2012     6.0  
51  UIS.XGDP.23.FSGOV    1.25296      2005    13.0  
52     IT.NET.USER.P2  93.542454      2016     2.0  
check 1 ABW
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0006064791269290979
check 6, score entree 0 0
check 7, score sortie 0.0009097186903936469 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.518772598279781]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.518772598279781], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00011206626722805564
check 6, score entree 0.0009097186903936469 2
check 7, score sortie 0.0010778180912357303 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0004063132606796697
check 6, score entree 0.0010778180912357303 3
check 7, score sortie 0.0016872879822552348 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.8319893871628863]
check 3 cas 1, score inves, entrée [array([4.518772598279781], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8319893871628863], dtype=object), array([4.518772598279781], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.41753809927213337
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1955798696285933
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
53  Australia       AUS                Nombre d'inscription à l'université   
54  Australia       AUS                           Nb élèves accès internet   
55  Australia       AUS               Nombre d'utilisateurs d'internet (%)   
56  Australia       AUS  Dépenses du gouvernement dédiées au cycle tert...   
57  Australia       AUS  Dépenses du gouvernement dédiées au cycle seco...   
58  Australia       AUS                      Nombre d'inscription au lycée   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
53        SE.TER.ENRL  1453521.0      2014     4.0  
54          ACC.IT.EL  2256865.0       NaN     NaN  
55     IT.NET.USER.P2  88.238658      2016     2.0  
56  UIS.XGDP.56.FSGOV    1.36765      2013     5.0  
57  UIS.XGDP.23.FSGOV    1.74274      2013     5.0  
58            UIS.E.3  1104162.0      2014     4.0  
check 1 AUS
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.1675606295799881
check 6, score entree 0 0
check 7, score sortie 0.25134094436998217 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.24359165595245394
check 6, score entree 0.25134094436998217 1
check 7, score sortie 0.6167284282986631 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.62267863361665]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.62267863361665], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.3379198152620257]
check 3 cas 1, score inves, entrée [array([3.62267863361665], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3379198152620257], dtype=object), array([3.62267863361665], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.09993142467860194
check 6, score entree 0.6167284282986631 5
check 7, score sortie 0.7666255653165661 5
check fin score diff 0.3480299224439338
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.34354372080010637
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
59  Austria       AUT                      Nombre d'inscription au lycée   
60  Austria       AUT                Nombre d'inscription à l'université   
61  Austria       AUT               Nombre d'utilisateurs d'internet (%)   
62  Austria       AUT  Dépenses du gouvernement dédiées au cycle tert...   
63  Austria       AUT  Dépenses du gouvernement dédiées au cycle seco...   
64  Austria       AUT                           Nb élèves accès internet   

           INDICATEUR           MAJ ANNÉE_MAJ  NB_NAN  
59            UIS.E.3  363187.59375      2014     4.0  
60        SE.TER.ENRL   425971.6875      2015     3.0  
61     IT.NET.USER.P2     84.323331      2016     2.0  
62  UIS.XGDP.56.FSGOV       1.79956      2013     5.0  
63  UIS.XGDP.23.FSGOV       2.29305      2013     5.0  
64          ACC.IT.EL      665446.0       NaN     NaN  
check 1 AUT
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032848597788312346
check 6, score entree 0 0
check 7, score sortie 0.04927289668246852 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04908983138592445
check 6, score entree 0.04927289668246852 1
check 7, score sortie 0.1229076437613552 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.1564032916222846]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1564032916222846], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.782790173607626]
check 3 cas 1, score inves, entrée [array([3.1564032916222846], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.782790173607626], dtype=object), array([3.1564032916222846], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0718240094498061
check 6, score entree 0.1229076437613552 5
check 7, score sortie 0.23064365793606434 5
check fin score diff 0.2969596732614956
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2186390066377787
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
65  Azerbaijan       AZE                           Nb élèves accès internet   
66  Azerbaijan       AZE               Nombre d'utilisateurs d'internet (%)   
67  Azerbaijan       AZE                Nombre d'inscription à l'université   
68  Azerbaijan       AZE                      Nombre d'inscription au lycée   
69  Azerbaijan       AZE  Dépenses du gouvernement dédiées au cycle tert...   

           INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
65          ACC.IT.EL  451052.0       NaN     NaN  
66     IT.NET.USER.P2      78.2      2016     2.0  
67        SE.TER.ENRL  204152.0      2015     4.0  
68            UIS.E.3  372641.0      2014     5.0  
69  UIS.XGDP.56.FSGOV   0.35624      2011     7.0  
check 1 AZE
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.048683684491835466
check 6, score entree 0 0
check 7, score sortie 0.0730255267377532 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.023515238406687008
check 6, score entree 0.0730255267377532 2
check 7, score sortie 0.10829838434778372 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03370444545274351
check 6, score entree 0.10829838434778372 3
check 7, score sortie 0.15885505252689897 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.7145626957114812]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7145626957114812], dtype=object)]
check fin score diff 0.27145626957114816
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.15538538768043555
check 0             PAYS CODE PAYS                          INDICATEUR_N  \
70  Bahamas, The       BHS  Nombre d'utilisateurs d'internet (%)   
71  Bahamas, The       BHS         Nombre d'inscription au lycée   
72  Bahamas, The       BHS              Nb élèves accès internet   

        INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
70  IT.NET.USER.P2     80.0      2016     2.0  
71         UIS.E.3  16708.0      2010     8.0  
72       ACC.IT.EL  13366.0       NaN     NaN  
check 1 BHS
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0014806714301283418
check 6, score entree 0 1
check 7, score sortie 0.0022210071451925126 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00144264104120561
check 6, score entree 0.0022210071451925126 2
check 7, score sortie 0.004384968707000928 2
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.1073159507887236
check 0        PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
73  Bahrain       BHR   Nombre d'inscription à l'université     SE.TER.ENRL   
74  Bahrain       BHR         Nombre d'inscription au lycée         UIS.E.3   
75  Bahrain       BHR  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
76  Bahrain       BHR              Nb élèves accès internet       ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
73    38901.0      2015     7.0  
74    44100.0      2014     5.0  
75  97.999981      2016     2.0  
76    81341.0       NaN     NaN  
check 1 BHR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00446270473826785
check 6, score entree 0 0
check 7, score sortie 0.006694057107401775 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.003960558425791781
check 6, score entree 0.006694057107401775 1
check 7, score sortie 0.012634894746089446 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.008779430265801701
check 6, score entree 0.012634894746089446 3
check 7, score sortie 0.025804040144791998 3
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.11187320003080681
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
77  Bangladesh       BGD                           Nb élèves accès internet   
78  Bangladesh       BGD                Nombre d'inscription à l'université   
79  Bangladesh       BGD  Dépenses du gouvernement dédiées au cycle seco...   
80  Bangladesh       BGD                      Nombre d'inscription au lycée   
81  Bangladesh       BGD  Dépenses du gouvernement dédiées au cycle tert...   
82  Bangladesh       BGD               Nombre d'utilisateurs d'internet (%)   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
77          ACC.IT.EL  1432944.0       NaN     NaN  
78        SE.TER.ENRL  2068355.0      2014     6.0  
79  UIS.XGDP.23.FSGOV    0.92656      2011     8.0  
80            UIS.E.3  5784713.5      2013     5.0  
81  UIS.XGDP.56.FSGOV    0.23172      2011     8.0  
82     IT.NET.USER.P2  18.246938      2016     2.0  
check 1 BGD
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1546628627973464
check 6, score entree 0 0
check 7, score sortie 0.23199429419601958 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2384476165603321
check 6, score entree 0.23199429419601958 1
check 7, score sortie 0.5896657190365178 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.16124798662109585]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.16124798662109585], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.5236769999335305
check 6, score entree 0.5896657190365178 3
check 7, score sortie 1.3751812189368136 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.8489902807927912]
check 3 cas 1, score inves, entrée [array([0.16124798662109585], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8489902807927912], dtype=object), array([0.16124798662109585], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.050511913370694356
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.32461556006542724
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
83  Barbados       BRB                           Nb élèves accès internet   
84  Barbados       BRB                Nombre d'inscription à l'université   
85  Barbados       BRB               Nombre d'utilisateurs d'internet (%)   
86  Barbados       BRB  Dépenses du gouvernement dédiées au cycle tert...   
87  Barbados       BRB  Dépenses du gouvernement dédiées au cycle seco...   
88  Barbados       BRB                      Nombre d'inscription au lycée   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
83          ACC.IT.EL    16571.0       NaN     NaN  
84        SE.TER.ENRL    12421.0      2011    10.0  
85     IT.NET.USER.P2  79.549398      2016     2.0  
86  UIS.XGDP.56.FSGOV    2.63617      2014     6.0  
87  UIS.XGDP.23.FSGOV    1.50855      2014     6.0  
88            UIS.E.3     8410.0      2014     6.0  
check 1 BRB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017885683595554515
check 6, score entree 0 0
check 7, score sortie 0.0026828525393331774 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001409706017898597
check 6, score entree 0.0026828525393331774 1
check 7, score sortie 0.004797411566181073 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.253227471704187]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.253227471704187], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.574160842973416]
check 3 cas 1, score inves, entrée [array([2.253227471704187], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.574160842973416], dtype=object), array([2.253227471704187], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0007294264575080434
check 6, score entree 0.004797411566181073 5
check 7, score sortie 0.005891551252443138 5
check fin score diff 0.29136941573388014
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.16962999297581347
check 0

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

        PAYS CODE PAYS                                       INDICATEUR_N  \
89  Belarus       BLR               Nombre d'utilisateurs d'internet (%)   
90  Belarus       BLR  Dépenses du gouvernement dédiées au cycle tert...   
91  Belarus       BLR                      Nombre d'inscription au lycée   
92  Belarus       BLR                Nombre d'inscription à l'université   
93  Belarus       BLR                           Nb élèves accès internet   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
89     IT.NET.USER.P2  71.113046      2016     3.0  
90  UIS.XGDP.56.FSGOV     0.8426      2014     5.0  
91            UIS.E.3   200900.0      2014     9.0  
92        SE.TER.ENRL   477221.0      2015     3.0  
93          ACC.IT.EL   482232.0       NaN     NaN  
check 1 BLR
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.1895049050455677]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1895049050455677], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0181561732374166
check 6, score entree 0 2
check 7, score sortie 0.027234259856124904 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.05499859594341327
check 6, score entree 0.027234259856124904 3
check 7, score sortie 0.1097321537712448 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0520490554079503
check 6, score entree 0.1097321537712448 4
check 7, score sortie 0.18780573688317026 4
check fin score diff 0.21895049050455678
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.15037366540164404
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
94  Belgium       BEL               Nombre d'utilisateurs d'internet (%)   
95  Belgium       BEL  Dépenses du gouvernement dédiées au cycle tert...   
96  Belgium       BEL  Dépenses du gouvernement dédiées au cycle seco...   
97  Belgium       BEL                      Nombre d'inscription au lycée   
98  Belgium       BEL                Nombre d'inscription à l'université   
99  Belgium       BEL                           Nb élèves accès internet   

           INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
94     IT.NET.USER.P2    86.5165      2016     2.0  
95  UIS.XGDP.56.FSGOV    1.43382      2012     6.0  
96  UIS.XGDP.23.FSGOV    2.75525      2012     6.0  
97            UIS.E.3   776413.0      2014     4.0  
98        SE.TER.ENRL   504745.0      2015     3.0  
99          ACC.IT.EL  1108413.0       NaN     NaN  
check 1 BEL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.551243763980101]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.551243763980101], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.316542291155967]
check 3 cas 1, score inves, entrée [array([3.551243763980101], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.316542291155967], dtype=object), array([3.551243763980101], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07025923999177015
check 6, score entree 0 3
check 7, score sortie 0.10538885998765524 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.058171962135990435
check 6, score entree 0.10538885998765524 4
check 7, score sortie 0.1926468031916409 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11963505045681834
check 6, score entree 0.1926468031916409 5
check 7, score sortie 0.3720993788768684 5
check fin score diff 0.2933893027568034
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.24797631524120675
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
100  Belize       BLZ                           Nb élèves accès internet   
101  Belize       BLZ                      Nombre d'inscription au lycée   
102  Belize       BLZ               Nombre d'utilisateurs d'internet (%)   
103  Belize       BLZ                Nombre d'inscription à l'université   
104  Belize       BLZ  Dépenses du gouvernement dédiées au cycle seco...   
105  Belize       BLZ  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
100          ACC.IT.EL    7783.0       NaN     NaN  
101            UIS.E.3    8898.0      2014     4.0  
102     IT.NET.USER.P2  44.57574      2016     2.0  
103        SE.TER.ENRL    8562.0      2015     4.0  
104  UIS.XGDP.23.FSGOV   2.37119      2013     7.0  
105  UIS.XGDP.56.FSGOV    0.8436      2013     9.0  
check 1 BLZ
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0008400475253406601
check 6, score entree 0 0
check 7, score sortie 0.0012600712880109903 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0007736066872789165
check 6, score entree 0.0012600712880109903 1
check 7, score sortie 0.002420481318929365 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009647844898810386
check 6, score entree 0.002420481318929365 3
check 7, score sortie 0.003867658053750923 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.7039658013968761]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7039658013968761], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.1884253527625463]
check 3 cas 1, score inves, entrée [array([0.7039658013968761], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.1884253527625463], dtype=object), array([0.7039658013968761], dtype=object)]
check fin score diff 0.14461955770797114
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0954228118641962
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
106  Benin       BEN               Nombre d'utilisateurs d'internet (%)   
107  Benin       BEN  Dépenses du gouvernement dédiées au cycle tert...   
108  Benin       BEN                      Nombre d'inscription au lycée   
109  Benin       BEN                Nombre d'inscription à l'université   
110  Benin       BEN  Dépenses du gouvernement dédiées au cycle seco...   
111  Benin       BEN                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
106     IT.NET.USER.P2  11.994048      2016     2.0  
107  UIS.XGDP.56.FSGOV    0.89148      2014     5.0  
108            UIS.E.3   231250.0      2014    10.0  
109        SE.TER.ENRL   145464.0      2013     5.0  
110  UIS.XGDP.23.FSGOV    1.15002      2014     5.0  
111          ACC.IT.EL    45183.0       NaN     NaN  
check 1 BEN
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.13673566618938438]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.13673566618938438], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020903857609437096
check 6, score entree 0 2
check 7, score sortie 0.031355786414155644 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016748833991995518
check 6, score entree 0.031355786414155644 3
check 7, score sortie 0.05647903740214892 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.13673566618938438], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.13673566618938438], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004876765686427733
check 6, score entree 0.05647903740214892 5
check 7, score sortie 0.06379418593179052 5
check fin score diff 0.006836783309469219
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.036304461540693556
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
112  Bhutan       BTN                           Nb élèves accès internet   
113  Bhutan       BTN               Nombre d'utilisateurs d'internet (%)   
114  Bhutan       BTN                Nombre d'inscription à l'université   
115  Bhutan       BTN                      Nombre d'inscription au lycée   
116  Bhutan       BTN  Dépenses du gouvernement dédiées au cycle seco...   
117  Bhutan       BTN  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
112          ACC.IT.EL    12231.0       NaN     NaN  
113     IT.NET.USER.P2  41.772645      2016     2.0  
114        SE.TER.ENRL     8543.0      2013     5.0  
115            UIS.E.3    20735.0      2014     4.0  
116  UIS.XGDP.23.FSGOV    3.28684      2014     7.0  
117  UIS.XGDP.56.FSGOV    0.60972      2014     7.0  
check 1 BTN
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0013201363590442778
check 6, score entree 0 0
check 7, score sortie 0.0019802045385664165 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009625938941224655
check 6, score entree 0.0019802045385664165 2
check 7, score sortie 0.0034240953797501144 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0018452488589957728
check 6, score entree 0.0034240953797501144 3
check 7, score sortie 0.006191968668243774 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.440914273517006]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.440914273517006], dtype=object), 0]
check fin score diff 0.0720457136758503
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.05919950688172214
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
118  Bolivia       BOL                Nombre d'inscription à l'université   
119  Bolivia       BOL  Dépenses du gouvernement dédiées au cycle seco...   
120  Bolivia       BOL                      Nombre d'inscription au lycée   
121  Bolivia       BOL                           Nb élèves accès internet   
122  Bolivia       BOL               Nombre d'utilisateurs d'internet (%)   
123  Bolivia       BOL  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
118        SE.TER.ENRL   352554.0      2007    13.0  
119  UIS.XGDP.23.FSGOV    2.64754      2014     6.0  
120            UIS.E.3   665372.0      2013     6.0  
121          ACC.IT.EL   404091.0       NaN     NaN  
122     IT.NET.USER.P2  39.697515      2016     2.0  
123  UIS.XGDP.56.FSGOV     1.9104      2014     6.0  
check 1 BOL
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04062517481530626
check 6, score entree 0 0
check 7, score sortie 0.060937762222959393 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06020633652048424
check 6, score entree 0.060937762222959393 2
check 7, score sortie 0.15124726700368574 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04361501279229509
check 6, score entree 0.15124726700368574 3
check 7, score sortie 0.21666978619212837 3
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.03674408730205636]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.03674408730205636], dtype=object), 0]
check fin score diff 0.001837204365102818
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08904404054409173
check 0                        PAYS CODE PAYS                          INDICATEUR_N  \
124  Bosnia and Herzegovina       BIH   Nombre d'inscription à l'université   
125  Bosnia and Herzegovina       BIH              Nb élèves accès internet   
126  Bosnia and Herzegovina       BIH         Nombre d'inscription au lycée   
127  Bosnia and Herzegovina       BIH  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
124     SE.TER.ENRL   108475.0      2015     3.0  
125       ACC.IT.EL   183606.0       NaN     NaN  
126         UIS.E.3   156350.0      2014     4.0  
127  IT.NET.USER.P2  69.331006      2016     2.0  
check 1 BIH
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01248420522810812
check 6, score entree 0 0
check 7, score sortie 0.018726307842162178 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.019817264028998745
check 6, score entree 0.018726307842162178 1
check 7, score sortie 0.048452203885660294 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014122916605669883
check 6, score entree 0.048452203885660294 2
check 7, score sortie 0.06963657879416513 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07864608059450323
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
128  Botswana       BWA                      Nombre d'inscription au lycée   
129  Botswana       BWA  Dépenses du gouvernement dédiées au cycle tert...   
130  Botswana       BWA                Nombre d'inscription à l'université   
131  Botswana       BWA                           Nb élèves accès internet   
132  Botswana       BWA               Nombre d'utilisateurs d'internet (%)   
133  Botswana       BWA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
128            UIS.E.3    63882.0      2013     9.0  
129  UIS.XGDP.56.FSGOV    3.99857      2009    11.0  
130        SE.TER.ENRL    51573.0      2016     2.0  
131          ACC.IT.EL    45447.0       NaN     NaN  
132     IT.NET.USER.P2  39.362997      2016     2.0  
133  UIS.XGDP.23.FSGOV    3.14953      2009    11.0  
check 1 BWA
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.005751487330151234
check 6, score entree 0 0
check 7, score sortie 0.008627230995226852 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.005923716814722501
check 6, score entree 0.008627230995226852 2
check 7, score sortie 0.017512806217310606 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004905260167564819
check 6, score entree 0.017512806217310606 3
check 7, score sortie 0.024870696468657832 3
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0691214247805655
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
134  Brazil       BRA                Nombre d'inscription à l'université   
135  Brazil       BRA  Dépenses du gouvernement dédiées au cycle seco...   
136  Brazil       BRA  Dépenses du gouvernement dédiées au cycle tert...   
137  Brazil       BRA                      Nombre d'inscription au lycée   
138  Brazil       BRA                           Nb élèves accès internet   
139  Brazil       BRA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR         MAJ ANNÉE_MAJ  NB_NAN  
134        SE.TER.ENRL   8285475.0      2015     4.0  
135  UIS.XGDP.23.FSGOV     2.63888      2012     6.0  
136  UIS.XGDP.56.FSGOV     0.96788      2012     6.0  
137            UIS.E.3   9949583.0      2013     6.0  
138          ACC.IT.EL  10883183.0       NaN     NaN  
139     IT.NET.USER.P2   59.682747      2016     2.0  
check 1 BRA
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.9552474430098067
check 6, score entree 0 0
check 7, score sortie 1.43287116451471 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.43393142427769194]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.43393142427769194], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.0542568293425263]
check 3 cas 1, score inves, entrée [array([0.43393142427769194], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.0542568293425263], dtype=object), array([0.43393142427769194], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.9007362037771814
check 6, score entree 1.43287116451471 3
check 7, score sortie 2.783975470180482 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 1.1746615632763127
check 6, score entree 2.783975470180482 4
check 7, score sortie 4.545967815094951 4
IT.NET.USER.P2
nope
check fin score diff 0.12440941268101091
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 1.0575270697395662
check 0                   PAYS CODE PAYS  \
140  Brunei Darussalam       BRN   
141  Brunei Darussalam       BRN   
142  Brunei Darussalam       BRN   
143  Brunei Darussalam       BRN   
144  Brunei Darussalam       BRN   
145  Brunei Darussalam       BRN   

                                          INDICATEUR_N         INDICATEUR  \
140                      Nombre d'inscription au lycée            UIS.E.3   
141  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
142  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
143               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
144                           Nb élèves accès internet          ACC.IT.EL   
145                Nombre d'inscription à l'université        SE.TER.ENRL   

         MAJ ANNÉE_MAJ  NB_NAN  
140  34091.0      2014     4.0  
141  1.45687      2014    12.0  
142  1.20215      2014    12.0  
143     75.0      2016     2.0  
144  33718.0       NaN     NaN  
145  10866.0      2015     3.0  
check 1 BRN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0030544110492002445
check 6, score entree 0 0
check 7, score sortie 0.004581616573800367 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.6262935462474575]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.6262935462474575], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.8013468851281065]
check 3 cas 1, score inves, entrée [array([3.6262935462474575], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8013468851281065], dtype=object), array([3.6262935462474575], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0036393064961372707
check 6, score entree 0.004581616573800367 4
check 7, score sortie 0.010040576318006273 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0012304230492364298
check 6, score entree 0.010040576318006273 5
check 7, score sortie 0.011886210891860918 5
check fin score diff 0.3713820215687782
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.18792941116183812
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
146  Bulgaria       BGR  Dépenses du gouvernement dédiées au cycle tert...   
147  Bulgaria       BGR               Nombre d'utilisateurs d'internet (%)   
148  Bulgaria       BGR                Nombre d'inscription à l'université   
149  Bulgaria       BGR                      Nombre d'inscription au lycée   
150  Bulgaria       BGR  Dépenses du gouvernement dédiées au cycle seco...   
151  Bulgaria       BGR                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
146  UIS.XGDP.56.FSGOV    0.62736      2012     6.0  
147     IT.NET.USER.P2  59.825548      2016     2.0  
148        SE.TER.ENRL   278953.0      2015     3.0  
149            UIS.E.3   286804.0      2014     4.0  
150  UIS.XGDP.23.FSGOV    1.37968      2012     6.0  
151          ACC.IT.EL   338467.0       NaN     NaN  
check 1 BGR
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.4218707318730655]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.4218707318730655], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0321393833191621
check 6, score entree 0 2
check 7, score sortie 0.04820907497874315 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02593334220921392
check 6, score entree 0.04820907497874315 3
check 7, score sortie 0.08710908829256403 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.7041594994431253]
check 3 cas 1, score inves, entrée [array([2.4218707318730655], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7041594994431253], dtype=object), array([2.4218707318730655], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.036531975556916
check 6, score entree 0.08710908829256403 5
check 7, score sortie 0.14190705162793804 5
check fin score diff 0.20630151156580956
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13791671557313778
check 0              PAYS CODE PAYS  \
152  Burkina Faso       BFA   
153  Burkina Faso       BFA   
154  Burkina Faso       BFA   
155  Burkina Faso       BFA   
156  Burkina Faso       BFA   
157  Burkina Faso       BFA   

                                          INDICATEUR_N         INDICATEUR  \
152                           Nb élèves accès internet          ACC.IT.EL   
153  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
154                Nombre d'inscription à l'université        SE.TER.ENRL   
155                      Nombre d'inscription au lycée            UIS.E.3   
156  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
157               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
152   33152.0       NaN     NaN  
153   0.76049      2014     6.0  
154   94728.0      2016     4.0  
155  142754.0      2014     4.0  
156   0.55304      2014     6.0  
157     13.96      2016     2.0  

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

check 1 BFA
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003578216055517611
check 6, score entree 0 0
check 7, score sortie 0.005367324083276417 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.32877241525770584]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.32877241525770584], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.010899251549523675
check 6, score entree 0.005367324083276417 2
check 7, score sortie 0.02171620140756193 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012892026433610884
check 6, score entree 0.02171620140756193 3
check 7, score sortie 0.04105424105797825 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.5021040459196255]
check 3 cas 1, score inves, entrée [array([0.32877241525770584], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5021040459196255], dtype=object), array([0.32877241525770584], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.04154382305886657
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03885065193975421
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
158  Burundi       BDI                      Nombre d'inscription au lycée   
159  Burundi       BDI                           Nb élèves accès internet   
160  Burundi       BDI  Dépenses du gouvernement dédiées au cycle tert...   
161  Burundi       BDI               Nombre d'utilisateurs d'internet (%)   
162  Burundi       BDI                Nombre d'inscription à l'université   
163  Burundi       BDI  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
158            UIS.E.3  133288.0      2014     5.0  
159          ACC.IT.EL    9546.0       NaN     NaN  
160  UIS.XGDP.56.FSGOV   1.31219      2013     7.0  
161     IT.NET.USER.P2  5.173627      2016     2.0  
162        SE.TER.ENRL   51225.0      2014     4.0  
163  UIS.XGDP.23.FSGOV   1.45208      2013     7.0  
check 1 BDI
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012035038615965216
check 6, score entree 0 0
check 7, score sortie 0.018052557923947825 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010303345338432406
check 6, score entree 0.018052557923947825 1
check 7, score sortie 0.019598059724712687 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.005883594323986531
check 6, score entree 0.019598059724712687 4
check 7, score sortie 0.028423451210692483 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.027324138555466487
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
164  Cabo Verde       CPV                Nombre d'inscription à l'université   
165  Cabo Verde       CPV                      Nombre d'inscription au lycée   
166  Cabo Verde       CPV  Dépenses du gouvernement dédiées au cycle seco...   
167  Cabo Verde       CPV  Dépenses du gouvernement dédiées au cycle tert...   
168  Cabo Verde       CPV               Nombre d'utilisateurs d'internet (%)   
169  Cabo Verde       CPV                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
164        SE.TER.ENRL    12538.0      2015     3.0  
165            UIS.E.3    24133.0      2014     4.0  
166  UIS.XGDP.23.FSGOV    2.02891      2013     8.0  
167  UIS.XGDP.56.FSGOV    0.79684      2013     8.0  
168     IT.NET.USER.P2  48.165277      2016     2.0  
169          ACC.IT.EL    17663.0       NaN     NaN  
check 1 CPV
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014231954759908632
check 6, score entree 0 0
check 7, score sortie 0.0021347932139862947 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0021528808687527956
check 6, score entree 0.0021347932139862947 1
check 7, score sortie 0.005364114517115488 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.04924364715953966]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.04924364715953966], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.2389058275277234]
check 3 cas 1, score inves, entrée [array([0.04924364715953966], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2389058275277234], dtype=object), array([0.04924364715953966], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0019064318951679403
check 6, score entree 0.005364114517115488 5
check 7, score sortie 0.008223762359867399 5
check fin score diff 0.06440747373436316
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.058006645977495865
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
170  Cambodia       KHM                           Nb élèves accès internet   
171  Cambodia       KHM               Nombre d'utilisateurs d'internet (%)   
172  Cambodia       KHM  Dépenses du gouvernement dédiées au cycle tert...   
173  Cambodia       KHM  Dépenses du gouvernement dédiées au cycle seco...   
174  Cambodia       KHM                      Nombre d'inscription au lycée   
175  Cambodia       KHM                Nombre d'inscription à l'université   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
170          ACC.IT.EL   128649.0       NaN     NaN  
171     IT.NET.USER.P2  25.570687      2016     2.0  
172  UIS.XGDP.56.FSGOV    0.12329      2013    11.0  
173  UIS.XGDP.23.FSGOV    0.83956      2013    11.0  
174            UIS.E.3   285750.0      2008    11.0  
175        SE.TER.ENRL   217364.0      2015     6.0  
check 1 KHM
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013885554938654836
check 6, score entree 0 0
check 7, score sortie 0.020828332407982254 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.9660476399209179]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9660476399209179], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.24900994684412114]
check 3 cas 1, score inves, entrée [array([0.9660476399209179], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.24900994684412114], dtype=object), array([0.9660476399209179], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02583792015556945
check 6, score entree 0.020828332407982254 4
check 7, score sortie 0.05958521264133643 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025038509520490578
check 6, score entree 0.05958521264133643 5
check 7, score sortie 0.0971429769220723 5
check fin score diff 0.06075287933825196
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.05487145877879239
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
176  Cameroon       CMR                Nombre d'inscription à l'université   
177  Cameroon       CMR                      Nombre d'inscription au lycée   
178  Cameroon       CMR  Dépenses du gouvernement dédiées au cycle seco...   
179  Cameroon       CMR  Dépenses du gouvernement dédiées au cycle tert...   
180  Cameroon       CMR               Nombre d'utilisateurs d'internet (%)   
181  Cameroon       CMR                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
176        SE.TER.ENRL  389974.0      2015     3.0  
177            UIS.E.3  599790.0      2014     5.0  
178  UIS.XGDP.23.FSGOV   1.55841      2012     6.0  
179  UIS.XGDP.56.FSGOV   0.30911      2013     5.0  
180     IT.NET.USER.P2      25.0      2016     2.0  
181          ACC.IT.EL  247442.0       NaN     NaN  
check 1 CMR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04493949551455918
check 6, score entree 0 0
check 7, score sortie 0.06740924327183878 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.054268984412219064
check 6, score entree 0.06740924327183878 1
check 7, score sortie 0.14881271989016737 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.5238641674938855]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.5238641674938855], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.765442669812007]
check 3 cas 1, score inves, entrée [array([0.5238641674938855], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.765442669812007], dtype=object), array([0.5238641674938855], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02670731591485849
check 6, score entree 0.14881271989016737 5
check 7, score sortie 0.1888736937624551 5
check fin score diff 0.11446534186529463
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10709341183569143
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
182  Canada       CAN                      Nombre d'inscription au lycée   
183  Canada       CAN  Dépenses du gouvernement dédiées au cycle seco...   
184  Canada       CAN  Dépenses du gouvernement dédiées au cycle tert...   
185  Canada       CAN               Nombre d'utilisateurs d'internet (%)   
186  Canada       CAN                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
182            UIS.E.3  1531393.0      2013     5.0  
183  UIS.XGDP.23.FSGOV    1.39215      2011    13.0  
184  UIS.XGDP.56.FSGOV    1.73045      2012     8.0  
185     IT.NET.USER.P2      89.84      2016     2.0  
186          ACC.IT.EL  1375803.0       NaN     NaN  
check 1 CAN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.13861003891065096
check 6, score entree 0 0
check 7, score sortie 0.20791505836597646 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.691580279933513]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.691580279933513], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.2310120205189965]
check 3 cas 1, score inves, entrée [array([3.691580279933513], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.2310120205189965], dtype=object), array([3.691580279933513], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1484954266357775
check 6, score entree 0.20791505836597646 4
check 7, score sortie 0.4306581983196427 4
check fin score diff 0.34612961502262546
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2716569815621847
check 0                PAYS CODE PAYS                          INDICATEUR_N  \
187  Cayman Islands       CYM              Nb élèves accès internet   
188  Cayman Islands       CYM   Nombre d'inscription à l'université   
189  Cayman Islands       CYM         Nombre d'inscription au lycée   
190  Cayman Islands       CYM  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR     MAJ ANNÉE_MAJ  NB_NAN  
187       ACC.IT.EL  1905.0       NaN     NaN  
188     SE.TER.ENRL   912.0      2008    11.0  
189         UIS.E.3  1500.0      2013     7.0  
190  IT.NET.USER.P2    79.0      2016     2.0  
check 1 CYM
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00020561358547783085
check 6, score entree 0 0
check 7, score sortie 0.0003084203782167463 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 8.278146077134151e-05
check 6, score entree 0.0003084203782167463 1
check 7, score sortie 0.0004325925693737585 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0001038416466130974
check 6, score entree 0.0004325925693737585 2
check 7, score sortie 0.0005883550392934046 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10650816064665818
check 0                          PAYS CODE PAYS  \
191  Central African Republic       CAF   
192  Central African Republic       CAF   
193  Central African Republic       CAF   
194  Central African Republic       CAF   
195  Central African Republic       CAF   
196  Central African Republic       CAF   

                                          INDICATEUR_N         INDICATEUR  \
191                Nombre d'inscription à l'université        SE.TER.ENRL   
192                      Nombre d'inscription au lycée            UIS.E.3   
193  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
194  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
195               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
196                           Nb élèves accès internet          ACC.IT.EL   

         MAJ ANNÉE_MAJ  NB_NAN  
191  12522.0      2012     8.0  
192  26721.0      2012    11.0  
193  0.28903      2010     9.0  
194  0.33531      2011     8.0  
195      4.0      2016     2.0  
196   1570.0       NaN     NaN  
check 1 CAF
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014213507637731173
check 6, score entree 0 0
check 7, score sortie 0.0021320261456596757 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0023871809397507868
check 6, score entree 0.0021320261456596757 1
check 7, score sortie 0.005712797555285856 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.8043614859499169]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8043614859499169], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7371580074791604]
check 3 cas 1, score inves, entrée [array([0.8043614859499169], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.7371580074791604], dtype=object), array([0.8043614859499169], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016945581585312044
check 6, score entree 0.005712797555285856 5
check 7, score sortie 0.005966981279065537 5
check fin score diff 0.07707597467145387
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03894530977670625
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
197  Chad       TCD  Dépenses du gouvernement dédiées au cycle seco...   
198  Chad       TCD                Nombre d'inscription à l'université   
199  Chad       TCD                      Nombre d'inscription au lycée   
200  Chad       TCD  Dépenses du gouvernement dédiées au cycle tert...   
201  Chad       TCD               Nombre d'utilisateurs d'internet (%)   
202  Chad       TCD                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
197  UIS.XGDP.23.FSGOV   0.70448      2013     9.0  
198        SE.TER.ENRL   42463.0      2014     8.0  
199            UIS.E.3  148229.0      2013     5.0  
200  UIS.XGDP.56.FSGOV    0.9037      2013     9.0  
201     IT.NET.USER.P2       5.0      2016     2.0  
202          ACC.IT.EL    9534.0       NaN     NaN  
check 1 TCD
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.3852729598699913]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.3852729598699913], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004873383795743503
check 6, score entree 0 1
check 7, score sortie 0.007310075693615254 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013387696019667298
check 6, score entree 0.007310075693615254 2
check 7, score sortie 0.0273916197231162 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.1235434047357078]
check 3 cas 1, score inves, entrée [array([0.3852729598699913], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.1235434047357078], dtype=object), array([0.3852729598699913], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010290393301551912
check 6, score entree 0.0273916197231162 5
check 7, score sortie 0.028935178718348987 5
check fin score diff 0.025440818230284958
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03284595679758169
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
203  Chile       CHL               Nombre d'utilisateurs d'internet (%)   
204  Chile       CHL  Dépenses du gouvernement dédiées au cycle tert...   
205  Chile       CHL                Nombre d'inscription à l'université   
206  Chile       CHL                      Nombre d'inscription au lycée   
207  Chile       CHL                           Nb élèves accès internet   
208  Chile       CHL  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
203     IT.NET.USER.P2      66.01      2016     2.0  
204  UIS.XGDP.56.FSGOV    1.16737      2013     5.0  
205        SE.TER.ENRL  1221774.0      2015     3.0  
206            UIS.E.3  1032041.0      2014     4.0  
207          ACC.IT.EL  1487743.0       NaN     NaN  
208  UIS.XGDP.23.FSGOV    1.35136      2013     5.0  
check 1 CHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.8388942244480466]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.8388942244480466], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.14084147193461752
check 6, score entree 0 2
check 7, score sortie 0.2112622079019263 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.09340207559805862
check 6, score entree 0.2112622079019263 3
check 7, score sortie 0.3513653212990142 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1605775183724643
check 6, score entree 0.3513653212990142 4
check 7, score sortie 0.5922315988577107 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.7327276012921606]
check 3 cas 1, score inves, entrée [array([3.8388942244480466], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.7327276012921606], dtype=object), array([3.8388942244480466], dtype=object)]
check fin score diff 0.3785810912870104
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.31293887024355765
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
209  China       CHN              Nb élèves accès internet       ACC.IT.EL   
210  China       CHN         Nombre d'inscription au lycée         UIS.E.3   
211  China       CHN  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
212  China       CHN   Nombre d'inscription à l'université     SE.TER.ENRL   

            MAJ ANNÉE_MAJ  NB_NAN  
209  46324760.0       NaN     NaN  
210  43709224.0      2014     5.0  
211        53.2      2016     2.0  
212  43367392.0      2015     3.0  
check 1 CHN
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 5.0
check 6, score entree 0 0
check 7, score sortie 7.5 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 3.9571064832079004
check 6, score entree 7.5 1
check 7, score sortie 13.43565972481185 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 5.0
check 6, score entree 13.43565972481185 3
check 7, score sortie 20.93565972481185 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 4.5182254733642235
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
213  Colombia       COL  Dépenses du gouvernement dédiées au cycle seco...   
214  Colombia       COL                      Nombre d'inscription au lycée   
215  Colombia       COL               Nombre d'utilisateurs d'internet (%)   
216  Colombia       COL                Nombre d'inscription à l'université   
217  Colombia       COL  Dépenses du gouvernement dédiées au cycle tert...   
218  Colombia       COL                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
213  UIS.XGDP.23.FSGOV    1.75136      2014     4.0  
214            UIS.E.3  1334617.0      2014     4.0  
215     IT.NET.USER.P2  58.136494      2016     2.0  
216        SE.TER.ENRL  2293550.0      2015     3.0  
217  UIS.XGDP.56.FSGOV    0.96943      2014     5.0  
218          ACC.IT.EL  2109290.0       NaN     NaN  

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

check 1 COL
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.3292242971967214]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3292242971967214], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12079526658812362
check 6, score entree 0 1
check 7, score sortie 0.18119289988218543 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2644113645525358
check 6, score entree 0.18119289988218543 3
check 7, score sortie 0.5778099467109891 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.0525834814781887]
check 3 cas 1, score inves, entrée [array([1.3292242971967214], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.0525834814781887], dtype=object), array([1.3292242971967214], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.22766334893046397
check 6, score entree 0.5778099467109891 5
check 7, score sortie 0.919304970106685 5
check fin score diff 0.1690903889337455
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2954032678809426
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
219  Comoros       COM  Dépenses du gouvernement dédiées au cycle tert...   
220  Comoros       COM  Dépenses du gouvernement dédiées au cycle seco...   
221  Comoros       COM                      Nombre d'inscription au lycée   
222  Comoros       COM                Nombre d'inscription à l'université   
223  Comoros       COM                           Nb élèves accès internet   
224  Comoros       COM               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
219  UIS.XGDP.56.FSGOV   0.41603      2012    11.0  
220  UIS.XGDP.23.FSGOV   1.41134      2012    11.0  
221            UIS.E.3   23533.0      2013    13.0  
222        SE.TER.ENRL    6499.0      2014     7.0  
223          ACC.IT.EL    2384.0       NaN     NaN  
224     IT.NET.USER.P2  7.938323      2016     2.0  
check 1 COM
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.6500154494310896]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6500154494310896], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.6500154494310896], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.6500154494310896], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002098560914116476
check 6, score entree 0 2
check 7, score sortie 0.0031478413711747135 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0007269319083054432
check 6, score entree 0.0031478413711747135 3
check 7, score sortie 0.004238239233632878 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002573137993591332
check 6, score entree 0.004238239233632878 4
check 7, score sortie 0.004624209932671578 4
IT.NET.USER.P2
nope
check fin score diff 0.03250077247155448
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.02917552817111193
check 0                  PAYS CODE PAYS  \
225  Congo, Dem. Rep.       COD   
226  Congo, Dem. Rep.       COD   
227  Congo, Dem. Rep.       COD   
228  Congo, Dem. Rep.       COD   
229  Congo, Dem. Rep.       COD   
230  Congo, Dem. Rep.       COD   

                                          INDICATEUR_N         INDICATEUR  \
225                      Nombre d'inscription au lycée            UIS.E.3   
226  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
227  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
228                           Nb élèves accès internet          ACC.IT.EL   
229               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
230                Nombre d'inscription à l'université        SE.TER.ENRL   

           MAJ ANNÉE_MAJ  NB_NAN  
225  2372143.0      2014     6.0  
226    0.32235      2013    12.0  
227     0.4928      2013    12.0  
228   174818.0       NaN     NaN  
229   6.209974      2016     2.0  
230   442979.0      2013     7.0  
check 1 COD
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.21472587534479362
check 6, score entree 0 0
check 7, score sortie 0.32208881301719045 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.7707496589390168]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7707496589390168], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.5671371454224617]
check 3 cas 1, score inves, entrée [array([0.7707496589390168], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5671371454224617], dtype=object), array([0.7707496589390168], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.018868743194783957
check 6, score entree 0.32208881301719045 3
check 7, score sortie 0.3503919278093664 3
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0510506812084101
check 6, score entree 0.3503919278093664 5
check 7, score sortie 0.42696794962198154 5
check fin score diff 0.06689434021807393
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.1263536786893735
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
231  Congo, Rep.       COG                      Nombre d'inscription au lycée   
232  Congo, Rep.       COG                           Nb élèves accès internet   
233  Congo, Rep.       COG  Dépenses du gouvernement dédiées au cycle seco...   
234  Congo, Rep.       COG  Dépenses du gouvernement dédiées au cycle tert...   
235  Congo, Rep.       COG               Nombre d'utilisateurs d'internet (%)   
236  Congo, Rep.       COG                Nombre d'inscription à l'université   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
231            UIS.E.3   95266.0      2012    13.0  
232          ACC.IT.EL   10745.0       NaN     NaN  
233  UIS.XGDP.23.FSGOV   3.31765      2010    12.0  
234  UIS.XGDP.56.FSGOV   0.70545      2013    11.0  
235     IT.NET.USER.P2  8.121949      2016     2.0  
236        SE.TER.ENRL   37037.0      2013    10.0  
check 1 COG
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008592783090661651
check 6, score entree 0 0
check 7, score sortie 0.012889174635992477 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0011597469690075026
check 6, score entree 0.012889174635992477 1
check 7, score sortie 0.01462879508950373 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.3375673956858714]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.3375673956858714], dtype=object), 0]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004247795764900467
check 6, score entree 0.01462879508950373 5
check 7, score sortie 0.02100048873685443 5
check fin score diff 0.06687836978429357
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06125082096194639
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
237  Costa Rica       CRI                Nombre d'inscription à l'université   
238  Costa Rica       CRI                      Nombre d'inscription au lycée   
239  Costa Rica       CRI  Dépenses du gouvernement dédiées au cycle seco...   
240  Costa Rica       CRI  Dépenses du gouvernement dédiées au cycle tert...   
241  Costa Rica       CRI               Nombre d'utilisateurs d'internet (%)   
242  Costa Rica       CRI                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
237        SE.TER.ENRL   217841.0      2015     9.0  
238            UIS.E.3   161460.0      2014     4.0  
239  UIS.XGDP.23.FSGOV    2.34498      2014     5.0  
240  UIS.XGDP.56.FSGOV    1.52019      2014     5.0  
241     IT.NET.USER.P2  66.028713      2016     2.0  
242          ACC.IT.EL   250448.0       NaN     NaN  
check 1 CRI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025093505003482126
check 6, score entree 0 0
check 7, score sortie 0.03764025750522319 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014585541552655871
check 6, score entree 0.03764025750522319 1
check 7, score sortie 0.059518569834207 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.7304054193604728]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7304054193604728], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.4580016422295756]
check 3 cas 1, score inves, entrée [array([0.7304054193604728], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4580016422295756], dtype=object), array([0.7304054193604728], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.027031764438714845
check 6, score entree 0.059518569834207 5
check 7, score sortie 0.10006621649227927 5
check fin score diff 0.10942035307950243
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10840139778123015
check 0               PAYS CODE PAYS  \
243  Cote d'Ivoire       CIV   
244  Cote d'Ivoire       CIV   
245  Cote d'Ivoire       CIV   
246  Cote d'Ivoire       CIV   
247  Cote d'Ivoire       CIV   
248  Cote d'Ivoire       CIV   

                                          INDICATEUR_N         INDICATEUR  \
243                      Nombre d'inscription au lycée            UIS.E.3   
244  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
245               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
246                           Nb élèves accès internet          ACC.IT.EL   
247                Nombre d'inscription à l'université        SE.TER.ENRL   
248  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   

           MAJ ANNÉE_MAJ  NB_NAN  
243   371207.0      2014    12.0  
244    0.99215      2014    10.0  
245  26.527226      2016     2.0  
246   149586.0       NaN     NaN  
247   192689.0      2015     6.0  
248    1.75476      2014    13.0  
check 1 CIV
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03357462076116271
check 6, score entree 0 0
check 7, score sortie 0.05036193114174406 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.0280557601848832]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0280557601848832], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0161453615733789
check 6, score entree 0.05036193114174406 3
check 7, score sortie 0.07457997350181242 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.022193617397185773
check 6, score entree 0.07457997350181242 4
check 7, score sortie 0.10787039959759108 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.32579455206131946]
check 3 cas 1, score inves, entrée [array([1.0280557601848832], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.32579455206131946], dtype=object), array([1.0280557601848832], dtype=object)]
check fin score diff 0.06769251561231014
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0799070032361492
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
249  Croatia       HRV                           Nb élèves accès internet   
250  Croatia       HRV                      Nombre d'inscription au lycée   
251  Croatia       HRV                Nombre d'inscription à l'université   
252  Croatia       HRV  Dépenses du gouvernement dédiées au cycle tert...   
253  Croatia       HRV               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
249          ACC.IT.EL   253258.0       NaN     NaN  
250            UIS.E.3   186351.0      2014     5.0  
251        SE.TER.ENRL   162022.0      2015     3.0  
252  UIS.XGDP.56.FSGOV    0.92128      2011     9.0  
253     IT.NET.USER.P2  72.697306      2016     2.0  
check 1 HRV
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02733505796899973
check 6, score entree 0 0
check 7, score sortie 0.04100258695349959 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.016839004870743583
check 6, score entree 0.04100258695349959 1
check 7, score sortie 0.06626109425961496 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018657880548335174
check 6, score entree 0.06626109425961496 2
check 7, score sortie 0.09424791508211772 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.1045645963335105]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.1045645963335105], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.4104564596333511
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21376688823733375
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
254  Cuba       CUB                           Nb élèves accès internet   
255  Cuba       CUB                Nombre d'inscription à l'université   
256  Cuba       CUB                      Nombre d'inscription au lycée   
257  Cuba       CUB  Dépenses du gouvernement dédiées au cycle seco...   
258  Cuba       CUB  Dépenses du gouvernement dédiées au cycle tert...   
259  Cuba       CUB               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
254          ACC.IT.EL   262834.0       NaN     NaN  
255        SE.TER.ENRL   261413.0      2015     3.0  
256            UIS.E.3   416591.0      2014     4.0  
257  UIS.XGDP.23.FSGOV    3.73665      2010     8.0  
258  UIS.XGDP.56.FSGOV      2.981      2007    11.0  
259     IT.NET.USER.P2  38.765867      2016     2.0  
check 1 CUB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.028368630512063096
check 6, score entree 0 0
check 7, score sortie 0.042552945768094645 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0301171175504583
check 6, score entree 0.042552945768094645 1
check 7, score sortie 0.0877286220937821 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.037683382129853914
check 6, score entree 0.0877286220937821 2
check 7, score sortie 0.14425369528856297 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.09452206282735383
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
260  Curacao       CUW  Dépenses du gouvernement dédiées au cycle seco...   
262  Curacao       CUW                Nombre d'inscription à l'université   
263  Curacao       CUW                      Nombre d'inscription au lycée   
264  Curacao       CUW  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
260  UIS.XGDP.23.FSGOV  1.67267      2013    13.0  
262        SE.TER.ENRL   2196.0      2013    13.0  
263            UIS.E.3   6981.0      2013    13.0  
264  UIS.XGDP.56.FSGOV  0.25883      2013    13.0  
check 1 CUW
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.4086035182575998]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.4086035182575998], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00023081961624543971
check 6, score entree 0 1
check 7, score sortie 0.00034622942436815957 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0006000544322158758
check 6, score entree 0.00034622942436815957 2
check 7, score sortie 0.0012463110726919733 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.819723230386694]
check 3 cas 1, score inves, entrée [array([3.4086035182575998], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.819723230386694], dtype=object), array([3.4086035182575998], dtype=object)]
check fin score diff 0.41141633743221473
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19418354223508655
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
265  Cyprus       CYP                           Nb élèves accès internet   
266  Cyprus       CYP                Nombre d'inscription à l'université   
267  Cyprus       CYP                      Nombre d'inscription au lycée   
268  Cyprus       CYP  Dépenses du gouvernement dédiées au cycle seco...   
269  Cyprus       CYP  Dépenses du gouvernement dédiées au cycle tert...   
270  Cyprus       CYP               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
265          ACC.IT.EL   51584.0       NaN     NaN  
266        SE.TER.ENRL   37166.0      2015     3.0  
267            UIS.E.3   30797.0      2014     4.0  
268  UIS.XGDP.23.FSGOV   2.83078      2011     7.0  
269  UIS.XGDP.56.FSGOV   1.35862      2011     7.0  
270     IT.NET.USER.P2  75.90036      2016     2.0  
check 1 CYP
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.005567648920361379
check 6, score entree 0 0
check 7, score sortie 0.008351473380542068 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0042626687571560426
check 6, score entree 0.008351473380542068 1
check 7, score sortie 0.014745476516276132 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0027561944982468505
check 6, score entree 0.014745476516276132 2
check 7, score sortie 0.01887976826364641 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.240350745283515]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.240350745283515], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.632427099479046]
check 3 cas 1, score inves, entrée [array([2.240350745283515], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.632427099479046], dtype=object), array([2.240350745283515], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.29363889223812806
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.17287631074505838
check 0                PAYS CODE PAYS  \
271  Czech Republic       CZE   
272  Czech Republic       CZE   
273  Czech Republic       CZE   
274  Czech Republic       CZE   
275  Czech Republic       CZE   
276  Czech Republic       CZE   

                                          INDICATEUR_N         INDICATEUR  \
271                           Nb élèves accès internet          ACC.IT.EL   
272                Nombre d'inscription à l'université        SE.TER.ENRL   
273                      Nombre d'inscription au lycée            UIS.E.3   
274  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
275  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
276               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

           MAJ ANNÉE_MAJ  NB_NAN  
271   619421.0       NaN     NaN  
272   395529.0      2015     3.0  
273   414371.0      2014     4.0  
274    1.87767      2012     6.0  
275    1.00012      2012     6.0  
276  76.481201      2016     2.0  
check 1 CZE
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06685636363793358
check 6, score entree 0 0
check 7, score sortie 0.10028454545690038 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0455799565376578
check 6, score entree 0.10028454545690038 1
check 7, score sortie 0.16865448026338709 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03748239829769953
check 6, score entree 0.16865448026338709 2
check 7, score sortie 0.2248780777099364 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.2018080809213467]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.2018080809213467], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.019451579847257]
check 3 cas 1, score inves, entrée [array([3.2018080809213467], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.019451579847257], dtype=object), array([3.2018080809213467], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3610629830384302
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.23105128952092904
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
277  Denmark       DNK  Dépenses du gouvernement dédiées au cycle tert...   
278  Denmark       DNK                           Nb élèves accès internet   
279  Denmark       DNK                Nombre d'inscription à l'université   
280  Denmark       DNK  Dépenses du gouvernement dédiées au cycle seco...   
281  Denmark       DNK                      Nombre d'inscription au lycée   
282  Denmark       DNK               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
277  UIS.XGDP.56.FSGOV    2.38503      2011     7.0  
278          ACC.IT.EL   606160.0       NaN     NaN  
279        SE.TER.ENRL   313756.0      2015     3.0  
280  UIS.XGDP.23.FSGOV    2.74382      2011     7.0  
281            UIS.E.3   311359.0      2014     4.0  
282     IT.NET.USER.P2  96.967785      2016     2.0  
check 1 DNK
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.524349592270988]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.524349592270988], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0654250556289984
check 6, score entree 0 1
check 7, score sortie 0.0981375834434976 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.036151978276299984
check 6, score entree 0.0981375834434976 2
check 7, score sortie 0.15236555085794756 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.3280724206420453]
check 3 cas 1, score inves, entrée [array([2.524349592270988], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3280724206420453], dtype=object), array([2.524349592270988], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02815638635270529
check 6, score entree 0.15236555085794756 4
check 7, score sortie 0.1946001303870055 4
IT.NET.USER.P2
nope
check fin score diff 0.24262110064565168
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19940877256013984
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
283  Djibouti       DJI                           Nb élèves accès internet   
284  Djibouti       DJI                Nombre d'inscription à l'université   
285  Djibouti       DJI                      Nombre d'inscription au lycée   
286  Djibouti       DJI  Dépenses du gouvernement dédiées au cycle seco...   
287  Djibouti       DJI  Dépenses du gouvernement dédiées au cycle tert...   
288  Djibouti       DJI               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
283          ACC.IT.EL     3449.0       NaN     NaN  
284        SE.TER.ENRL     4705.0      2011     7.0  
285            UIS.E.3    21553.0      2015     4.0  
286  UIS.XGDP.23.FSGOV    1.67407      2010    12.0  
287  UIS.XGDP.56.FSGOV    0.74086      2010    13.0  
288     IT.NET.USER.P2  13.134915      2016     2.0  
check 1 DJI
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0003722631266735111
check 6, score entree 0 0
check 7, score sortie 0.0005583946900102666 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0005200935508906985
check 6, score entree 0.0005583946900102666 1
check 7, score sortie 0.0013385350163463143 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0019193050638166217
check 6, score entree 0.0013385350163463143 2
check 7, score sortie 0.004217492612071247 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.40719126318693966]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.40719126318693966], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.2993399712446698]
check 3 cas 1, score inves, entrée [array([0.40719126318693966], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2993399712446698], dtype=object), array([0.40719126318693966], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.08532656172158049
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06160511794333015
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
289  Dominica       DMA                      Nombre d'inscription au lycée   
290  Dominica       DMA                           Nb élèves accès internet   
291  Dominica       DMA               Nombre d'utilisateurs d'internet (%)   
292  Dominica       DMA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
289            UIS.E.3   2031.0      2014     4.0  
290          ACC.IT.EL   1361.0       NaN     NaN  
291     IT.NET.USER.P2    67.03      2016     2.0  
292  UIS.XGDP.23.FSGOV  5.05168      2012     9.0  
check 1 DMA
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00015191480646624015
check 6, score entree 0 0
check 7, score sortie 0.00022787220969936023 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00014689768495292798
check 6, score entree 0.00022787220969936023 1
check 7, score sortie 0.0004482187371287522 1
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
check fin score diff 0.0
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.06392515292279335
check 0                    PAYS CODE PAYS  \
293  Dominican Republic       DOM   
294  Dominican Republic       DOM   
295  Dominican Republic       DOM   
296  Dominican Republic       DOM   
297  Dominican Republic       DOM   
298  Dominican Republic       DOM   

                                          INDICATEUR_N         INDICATEUR  \
293                           Nb élèves accès internet          ACC.IT.EL   
294  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
295                Nombre d'inscription à l'université        SE.TER.ENRL   
296                      Nombre d'inscription au lycée            UIS.E.3   
297  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
298               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
293  650347.0       NaN     NaN  
294   0.29815      2007    13.0  
295  480103.0      2015    11.0  
296  580335.0      2014     5.0  
297   1.29075      2014     5.0  
298  61.32819      2016     2.0  
check 1 DOM
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.07019431940931804
check 6, score entree 0 0
check 7, score sortie 0.10529147911397707 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.77727469667602]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.77727469667602], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.05533087473163473
check 6, score entree 0.10529147911397707 2
check 7, score sortie 0.18828779121142916 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0525076598831364
check 6, score entree 0.18828779121142916 3
check 7, score sortie 0.2670492810361338 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.7938683610280253]
check 3 cas 1, score inves, entrée [array([2.77727469667602], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7938683610280253], dtype=object), array([2.77727469667602], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.22855715288520229
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.16927796466411407
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
299  Ecuador       ECU                Nombre d'inscription à l'université   
300  Ecuador       ECU               Nombre d'utilisateurs d'internet (%)   
301  Ecuador       ECU  Dépenses du gouvernement dédiées au cycle tert...   
302  Ecuador       ECU                           Nb élèves accès internet   
303  Ecuador       ECU                      Nombre d'inscription au lycée   
304  Ecuador       ECU  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
299        SE.TER.ENRL   586105.0      2013    11.0  
300     IT.NET.USER.P2  54.062925      2016     2.0  
301  UIS.XGDP.56.FSGOV    1.11061      2012    11.0  
302          ACC.IT.EL   764579.0       NaN     NaN  
303            UIS.E.3   828133.0      2014     6.0  
304  UIS.XGDP.23.FSGOV    0.74036      2014     9.0  
check 1 ECU
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.06755232376322769
check 6, score entree 0 0
check 7, score sortie 0.10132848564484154 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.9001703507377616]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9001703507377616], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.08252379505042227
check 6, score entree 0.10132848564484154 3
check 7, score sortie 0.22511417822047494 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0749416200814209
check 6, score entree 0.22511417822047494 4
check 7, score sortie 0.3375266083426063 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.3490786926647536]
check 3 cas 1, score inves, entrée [array([1.9001703507377616], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3490786926647536], dtype=object), array([1.9001703507377616], dtype=object)]
check fin score diff 0.21246245217012577
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.18084873627930467
check 0                  PAYS CODE PAYS                          INDICATEUR_N  \
305  Egypt, Arab Rep.       EGY   Nombre d'inscription à l'université   
306  Egypt, Arab Rep.       EGY              Nb élèves accès internet   
307  Egypt, Arab Rep.       EGY         Nombre d'inscription au lycée   
308  Egypt, Arab Rep.       EGY  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
305     SE.TER.ENRL  2868912.0      2015     3.0  
306       ACC.IT.EL  2456008.0       NaN     NaN  
307         UIS.E.3  3394206.0      2014     8.0  
308  IT.NET.USER.P2  39.213813      2016     2.0  
check 1 EGY
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.33074744649170096
check 6, score entree 0 0
check 7, score sortie 0.49612116973755144 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.26508588495655455
check 6, score entree 0.49612116973755144 1
check 7, score sortie 0.8937499971723832 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.307256568337228
check 6, score entree 0.8937499971723832 2
check 7, score sortie 1.3546348496782252 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.3307733722719628
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
309  El Salvador       SLV                           Nb élèves accès internet   
310  El Salvador       SLV                Nombre d'inscription à l'université   
311  El Salvador       SLV                      Nombre d'inscription au lycée   
312  El Salvador       SLV  Dépenses du gouvernement dédiées au cycle seco...   
313  El Salvador       SLV  Dépenses du gouvernement dédiées au cycle tert...   
314  El Salvador       SLV               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
309          ACC.IT.EL   121261.0       NaN     NaN  
310        SE.TER.ENRL   179396.0      2015     3.0  
311            UIS.E.3   238785.0      2014     4.0  
312  UIS.XGDP.23.FSGOV     1.0493      2010     8.0  
313  UIS.XGDP.56.FSGOV    0.28659      2011     8.0  
314     IT.NET.USER.P2  28.997073      2016     2.0  
check 1 SLV
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013088141201379133
check 6, score entree 0 0
check 7, score sortie 0.0196322118020687 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.020661007427779862
check 6, score entree 0.0196322118020687 1
check 7, score sortie 0.05062372294373849 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.021586025706411542
check 6, score entree 0.05062372294373849 2
check 7, score sortie 0.08300276150335581 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.0374330568518961]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0374330568518961], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7897544742139921]
check 3 cas 1, score inves, entrée [array([1.0374330568518961], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7897544742139921], dtype=object), array([1.0374330568518961], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.14135937655329442
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.09028981660779792
check 0                   PAYS CODE PAYS                          INDICATEUR_N  \
315  Equatorial Guinea       GNQ              Nb élèves accès internet   
316  Equatorial Guinea       GNQ         Nombre d'inscription au lycée   
317  Equatorial Guinea       GNQ  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR     MAJ ANNÉE_MAJ  NB_NAN  
315       ACC.IT.EL   930.0       NaN     NaN  
316         UIS.E.3  3909.0      2005    13.0  
317  IT.NET.USER.P2   23.78      2016     2.0  
check 1 GNQ
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00010037828582382294
check 6, score entree 0 0
check 7, score sortie 0.0001505674287357344 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00032193626447792013
check 6, score entree 0.0001505674287357344 1
check 7, score sortie 0.0006334718254526146 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10651775996286225
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
318  Eritrea       ERI   Nombre d'inscription à l'université     SE.TER.ENRL   
319  Eritrea       ERI         Nombre d'inscription au lycée         UIS.E.3   
320  Eritrea       ERI  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
321  Eritrea       ERI              Nb élèves accès internet       ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
318   12554.0      2014    11.0  
319  113108.0      2013     5.0  
320  1.177119      2016     4.0  
321    1479.0       NaN     NaN  
check 1 ERI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0014250401882086089
check 6, score entree 0 0
check 7, score sortie 0.0021375602823129132 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01020807747503034
check 6, score entree 0.0021375602823129132 1
check 7, score sortie 0.017449676494858422 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00015963385455207971
check 6, score entree 0.017449676494858422 3
check 7, score sortie 0.01768912727668654 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.02504023984610352
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
322  Estonia       EST                           Nb élèves accès internet   
323  Estonia       EST                Nombre d'inscription à l'université   
324  Estonia       EST                      Nombre d'inscription au lycée   
325  Estonia       EST  Dépenses du gouvernement dédiées au cycle seco...   
326  Estonia       EST  Dépenses du gouvernement dédiées au cycle tert...   
327  Estonia       EST               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
322          ACC.IT.EL    86459.0       NaN     NaN  
323        SE.TER.ENRL    55214.0      2015     3.0  
324            UIS.E.3    43894.0      2013     5.0  
325  UIS.XGDP.23.FSGOV    1.70883      2012     7.0  
326  UIS.XGDP.56.FSGOV    1.02439      2012     7.0  
327     IT.NET.USER.P2  87.237332      2016     2.0  
check 1 EST
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.009331834638754739
check 6, score entree 0 0
check 7, score sortie 0.013997751958132108 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.006343504138773273
check 6, score entree 0.013997751958132108 1
check 7, score sortie 0.023513008166292017 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.003941908574699978
check 6, score entree 0.023513008166292017 2
check 7, score sortie 0.029425871028341984 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.3721268361142274]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3721268361142274], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.9932505750367766]
check 3 cas 1, score inves, entrée [array([3.3721268361142274], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.9932505750367766], dtype=object), array([3.3721268361142274], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3682688705575502
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19099888118848768
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
328  Ethiopia       ETH                Nombre d'inscription à l'université   
329  Ethiopia       ETH                           Nb élèves accès internet   
330  Ethiopia       ETH                      Nombre d'inscription au lycée   
331  Ethiopia       ETH  Dépenses du gouvernement dédiées au cycle seco...   
332  Ethiopia       ETH  Dépenses du gouvernement dédiées au cycle tert...   
333  Ethiopia       ETH               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
328        SE.TER.ENRL   757175.0      2014     7.0  
329          ACC.IT.EL   197020.0       NaN     NaN  
330            UIS.E.3   524927.0      2012     6.0  
331  UIS.XGDP.23.FSGOV    1.31841      2013     9.0  
332  UIS.XGDP.56.FSGOV    1.92137      2013     9.0  
333     IT.NET.USER.P2  15.366924      2016     2.0  
check 1 ETH
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.08727575620633826
check 6, score entree 0 0
check 7, score sortie 0.1309136343095074 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.021265085884956555
check 6, score entree 0.1309136343095074 1
check 7, score sortie 0.16281126313694222 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04749139313898776
check 6, score entree 0.16281126313694222 2
check 7, score sortie 0.23404835284542386 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.07107411762668593
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
334  Fiji       FJI  Dépenses du gouvernement dédiées au cycle seco...   
335  Fiji       FJI                      Nombre d'inscription au lycée   
336  Fiji       FJI                Nombre d'inscription à l'université   
337  Fiji       FJI                           Nb élèves accès internet   
338  Fiji       FJI  Dépenses du gouvernement dédiées au cycle tert...   
339  Fiji       FJI               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
334  UIS.XGDP.23.FSGOV    0.66538      2011    13.0  
335            UIS.E.3    36267.0      2012     8.0  
336        SE.TER.ENRL    12717.0      2005    13.0  
337          ACC.IT.EL    22781.0       NaN     NaN  
338  UIS.XGDP.56.FSGOV    0.87485      2013    12.0  
339     IT.NET.USER.P2  46.506978      2016     2.0  
check 1 FJI
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.4247153896870683]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.4247153896870683], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00325141141801463
check 6, score entree 0 1
check 7, score sortie 0.004877117127021945 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001443833193926894
check 6, score entree 0.004877117127021945 2
check 7, score sortie 0.007042866917912286 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.002458836268120979
check 6, score entree 0.007042866917912286 3
check 7, score sortie 0.010731121320093753 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.1546889095747845]
check 3 cas 1, score inves, entrée [array([2.4247153896870683], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.1546889095747845], dtype=object), array([2.4247153896870683], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.22897021496309267
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.11483007154961412
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
340  Finland       FIN                           Nb élèves accès internet   
341  Finland       FIN  Dépenses du gouvernement dédiées au cycle seco...   
342  Finland       FIN                      Nombre d'inscription au lycée   
343  Finland       FIN  Dépenses du gouvernement dédiées au cycle tert...   
344  Finland       FIN               Nombre d'utilisateurs d'internet (%)   
345  Finland       FIN                Nombre d'inscription à l'université   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
340          ACC.IT.EL  578868.0       NaN     NaN  
341  UIS.XGDP.23.FSGOV   1.07797      2013     6.0  
342            UIS.E.3  357550.0      2014     4.0  
343  UIS.XGDP.56.FSGOV   2.01324      2013     5.0  
344     IT.NET.USER.P2  87.70365      2016     2.0  
345        SE.TER.ENRL  302478.0      2015     3.0  
check 1 FIN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.062479330707811545
check 6, score entree 0 0
check 7, score sortie 0.09371899606171732 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.008511891235198]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.008511891235198], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032338208060382345
check 6, score entree 0.09371899606171732 2
check 7, score sortie 0.14222630815229084 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.9257214299403187]
check 3 cas 1, score inves, entrée [array([4.008511891235198], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.9257214299403187], dtype=object), array([4.008511891235198], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03485168675181643
check 6, score entree 0.14222630815229084 5
check 7, score sortie 0.1945038382800155 5
check fin score diff 0.3467116660587759
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22153521368910453
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
346  France       FRA                           Nb élèves accès internet   
347  France       FRA  Dépenses du gouvernement dédiées au cycle tert...   
348  France       FRA               Nombre d'utilisateurs d'internet (%)   
349  France       FRA                      Nombre d'inscription au lycée   
350  France       FRA                Nombre d'inscription à l'université   
351  France       FRA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
346          ACC.IT.EL  4270182.0       NaN     NaN  
347  UIS.XGDP.56.FSGOV    1.23638      2012     6.0  
348     IT.NET.USER.P2    85.6222      2016     2.0  
349            UIS.E.3  2598357.0      2014     4.0  
350        SE.TER.ENRL  2388880.0      2014     4.0  
351  UIS.XGDP.23.FSGOV     2.4247      2012     6.0  
check 1 FRA
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.4608962895868214
check 6, score entree 0 0
check 7, score sortie 0.6913444343802321 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.7643933413894737]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.7643933413894737], dtype=object)]
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.23520576570829427
check 6, score entree 0.6913444343802321 3
check 7, score sortie 1.0441530829426735 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2754023905348923
check 6, score entree 1.0441530829426735 4
check 7, score sortie 1.457256668745012 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.649987209555525]
check 3 cas 1, score inves, entrée [array([3.7643933413894737], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.649987209555525], dtype=object), array([3.7643933413894737], dtype=object)]
check fin score diff 0.32071902754724996
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4846756800621833
check 0                  PAYS CODE PAYS                          INDICATEUR_N  \
353  French Polynesia       PYF  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
353  IT.NET.USER.P2  68.440419      2016     2.0  
check 1 PYF
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
354  Gabon       GAB  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

           MAJ ANNÉE_MAJ  NB_NAN  
354  48.052274      2016     2.0  
check 1 GAB
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
356  Gambia, The       GMB  Dépenses du gouvernement dédiées au cycle seco...   
357  Gambia, The       GMB                      Nombre d'inscription au lycée   
358  Gambia, The       GMB  Dépenses du gouvernement dédiées au cycle tert...   
359  Gambia, The       GMB               Nombre d'utilisateurs d'internet (%)   
360  Gambia, The       GMB                Nombre d'inscription à l'université   
361  Gambia, The       GMB                           Nb élèves accès internet   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
356  UIS.XGDP.23.FSGOV  0.98244      2013     5.0  
357            UIS.E.3  48999.0      2010    11.0  
358  UIS.XGDP.56.FSGOV  0.29692      2013     5.0  
359     IT.NET.USER.P2     18.5      2016     2.0  
360        SE.TER.ENRL   5001.0      2012    11.0  
361          ACC.IT.EL   9990.0       NaN     NaN  
check 1 GMB
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.10487857826175095]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.10487857826175095], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004404080855397329
check 6, score entree 0 1
check 7, score sortie 0.006606121283095993 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7786025646448131]
check 3 cas 1, score inves, entrée [array([0.10487857826175095], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.7786025646448131], dtype=object), array([0.10487857826175095], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0005542207269189953
check 6, score entree 0.006606121283095993 4
check 7, score sortie 0.007437452373474486 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010782570703010658
check 6, score entree 0.007437452373474486 5
check 7, score sortie 0.009054837978926086 5
check fin score diff 0.04417405714532821
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.032601892579628575
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
362  Georgia       GEO               Nombre d'utilisateurs d'internet (%)   
363  Georgia       GEO  Dépenses du gouvernement dédiées au cycle tert...   
364  Georgia       GEO  Dépenses du gouvernement dédiées au cycle seco...   
365  Georgia       GEO                      Nombre d'inscription au lycée   
366  Georgia       GEO                Nombre d'inscription à l'université   
367  Georgia       GEO                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
362     IT.NET.USER.P2  50.001637      2016     2.0  
363  UIS.XGDP.56.FSGOV    0.38022      2012    11.0  
364  UIS.XGDP.23.FSGOV    0.63722      2012    11.0  
365            UIS.E.3   140323.0      2014     7.0  
366        SE.TER.ENRL   127633.0      2015     3.0  
367          ACC.IT.EL   133983.0       NaN     NaN  
check 1 GEO
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.6886747076549322]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6886747076549322], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.4531219913181304]
check 3 cas 1, score inves, entrée [array([1.6886747076549322], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4531219913181304], dtype=object), array([1.6886747076549322], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012671940084076063
check 6, score entree 0 3
check 7, score sortie 0.019007910126114094 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014693017519831464
check 6, score entree 0.019007910126114094 4
check 7, score sortie 0.04104743640586129 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014461272977992762
check 6, score entree 0.04104743640586129 5
check 7, score sortie 0.06273934587285043 5
check fin score diff 0.15708983494865314
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0893253576215965
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
368  Germany       DEU                           Nb élèves accès internet   
369  Germany       DEU                Nombre d'inscription à l'université   
370  Germany       DEU                      Nombre d'inscription au lycée   
371  Germany       DEU  Dépenses du gouvernement dédiées au cycle seco...   
372  Germany       DEU  Dépenses du gouvernement dédiées au cycle tert...   
373  Germany       DEU               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR         MAJ ANNÉE_MAJ  NB_NAN  
368          ACC.IT.EL   4982346.0       NaN     NaN  
369        SE.TER.ENRL   2977781.0      2015    11.0  
370            UIS.E.3  2579952.25      2014     4.0  
371  UIS.XGDP.23.FSGOV     2.13178      2012     7.0  
372  UIS.XGDP.56.FSGOV     1.32298      2012     7.0  
373     IT.NET.USER.P2   89.647101      2016     2.0  
check 1 DEU
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5377627428614848
check 6, score entree 0 0
check 7, score sortie 0.8066441142922273 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.3432994448938112
check 6, score entree 0.8066441142922273 1
check 7, score sortie 1.321593281632944 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.23353952373313958
check 6, score entree 1.321593281632944 2
check 7, score sortie 1.6719025672326535 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.9454727222915067]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.9454727222915067], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.670902839606011]
check 3 cas 1, score inves, entrée [array([2.9454727222915067], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.670902839606011], dtype=object), array([2.9454727222915067], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3308187780948759
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5324939032611764
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
374  Ghana       GHA                           Nb élèves accès internet   
375  Ghana       GHA                Nombre d'inscription à l'université   
376  Ghana       GHA                      Nombre d'inscription au lycée   
377  Ghana       GHA  Dépenses du gouvernement dédiées au cycle seco...   
378  Ghana       GHA  Dépenses du gouvernement dédiées au cycle tert...   
379  Ghana       GHA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
374          ACC.IT.EL   438787.0       NaN     NaN  
375        SE.TER.ENRL   417534.0      2015     4.0  
376            UIS.E.3   848222.0      2015     4.0  
377  UIS.XGDP.23.FSGOV    2.92351      2013     5.0  
378  UIS.XGDP.56.FSGOV    1.19685      2013     5.0  
379     IT.NET.USER.P2  34.666001      2016     2.0  
check 1 GHA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04735987838900838
check 6, score entree 0 0
check 7, score sortie 0.07103981758351258 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04811701230962628
check 6, score entree 0.07103981758351258 1
check 7, score sortie 0.143215336047952 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0767603426959026
check 6, score entree 0.143215336047952 2
check 7, score sortie 0.2583558500918059 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.8070686344877167]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.8070686344877167], dtype=object), 0]
IT.NET.USER.P2
nope
check fin score diff 0.04035343172438584
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10610835783323228
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
380  Greece       GRC  Dépenses du gouvernement dédiées au cycle seco...   
381  Greece       GRC                      Nombre d'inscription au lycée   
382  Greece       GRC               Nombre d'utilisateurs d'internet (%)   
383  Greece       GRC  Dépenses du gouvernement dédiées au cycle tert...   
384  Greece       GRC                Nombre d'inscription à l'université   
385  Greece       GRC                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
380  UIS.XGDP.23.FSGOV    1.34551      2005    13.0  
381            UIS.E.3   371024.0      2013     7.0  
382     IT.NET.USER.P2  69.087915      2016     2.0  
383  UIS.XGDP.56.FSGOV     1.4308      2005    13.0  
384        SE.TER.ENRL   677429.0      2014     6.0  
385          ACC.IT.EL   724355.0       NaN     NaN  
check 1 GRC
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.7386287928012]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.7386287928012], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03355805317499863
check 6, score entree 0 1
check 7, score sortie 0.05033707976249795 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.55450410582168]
check 3 cas 1, score inves, entrée [array([3.7386287928012], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.55450410582168], dtype=object), array([3.7386287928012], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07808147992406612
check 6, score entree 0.05033707976249795 4
check 7, score sortie 0.16745929964859713 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.07818227228808093
check 6, score entree 0.16745929964859713 5
check 7, score sortie 0.2847327080807185 5
check fin score diff 0.364656644931144
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.24455092617273672
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
386  Grenada       GRD              Nb élèves accès internet       ACC.IT.EL   
387  Grenada       GRD         Nombre d'inscription au lycée         UIS.E.3   
388  Grenada       GRD  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
389  Grenada       GRD   Nombre d'inscription à l'université     SE.TER.ENRL   

           MAJ ANNÉE_MAJ  NB_NAN  
386     7298.0       NaN     NaN  
387     3829.0      2014     9.0  
388  55.856408      2016     2.0  
389     9236.0      2015    12.0  
check 1 GRD
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0007876997096153331
check 6, score entree 0 0
check 7, score sortie 0.0011815495644229997 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00031469360385974417
check 6, score entree 0.0011815495644229997 1
check 7, score sortie 0.001653589970212616 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0010424929920535794
check 6, score entree 0.001653589970212616 3
check 7, score sortie 0.003217329458292985 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.0645143254166581
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
390  Guatemala       GTM                Nombre d'inscription à l'université   
391  Guatemala       GTM                      Nombre d'inscription au lycée   
392  Guatemala       GTM  Dépenses du gouvernement dédiées au cycle seco...   
393  Guatemala       GTM  Dépenses du gouvernement dédiées au cycle tert...   
394  Guatemala       GTM               Nombre d'utilisateurs d'internet (%)   
395  Guatemala       GTM                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
390        SE.TER.ENRL   366674.0      2015    11.0  
391            UIS.E.3   396461.0      2014     4.0  
392  UIS.XGDP.23.FSGOV    0.40665      2013     6.0  
393  UIS.XGDP.56.FSGOV    0.34952      2013     7.0  
394     IT.NET.USER.P2  34.509326      2016     2.0  
395          ACC.IT.EL   263353.0       NaN     NaN  
check 1 GTM
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04225313334746691
check 6, score entree 0 0
check 7, score sortie 0.06337970002120036 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03586094765180539
check 6, score entree 0.06337970002120036 1
check 7, score sortie 0.11717112149890845 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.6857113463793958]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6857113463793958], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7218173874349576]
check 3 cas 1, score inves, entrée [array([1.6857113463793958], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7218173874349576], dtype=object), array([1.6857113463793958], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02842464807157123
check 6, score entree 0.11717112149890845 5
check 7, score sortie 0.1598080936062653 5
check fin score diff 0.17037643669071767
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.11280521921212404
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
396  Guinea       GIN                Nombre d'inscription à l'université   
397  Guinea       GIN                      Nombre d'inscription au lycée   
398  Guinea       GIN  Dépenses du gouvernement dédiées au cycle seco...   
399  Guinea       GIN               Nombre d'utilisateurs d'internet (%)   
400  Guinea       GIN                           Nb élèves accès internet   
401  Guinea       GIN  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
396        SE.TER.ENRL  117943.0      2014     4.0  
397            UIS.E.3  228371.0      2014     8.0  
398  UIS.XGDP.23.FSGOV   0.89056      2013     8.0  
399     IT.NET.USER.P2       9.8      2016     2.0  
400          ACC.IT.EL   33938.0       NaN     NaN  
401  UIS.XGDP.56.FSGOV   1.22644      2013     7.0  
check 1 GIN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01357581368295918
check 6, score entree 0 0
check 7, score sortie 0.02036372052443877 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02064321236044049
check 6, score entree 0.02036372052443877 1
check 7, score sortie 0.0513285390650995 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.197563288799818]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.197563288799818], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003663051897084842
check 6, score entree 0.0513285390650995 4
check 7, score sortie 0.056823116910726765 4
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.197563288799818], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.197563288799818], dtype=object)]
check fin score diff 0.0098781644399909
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.035468357734195245
check 0               PAYS CODE PAYS  \
402  Guinea-Bissau       GNB   
403  Guinea-Bissau       GNB   
404  Guinea-Bissau       GNB   
405  Guinea-Bissau       GNB   
406  Guinea-Bissau       GNB   
407  Guinea-Bissau       GNB   

                                          INDICATEUR_N         INDICATEUR  \
402                      Nombre d'inscription au lycée            UIS.E.3   
403               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
404  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
405  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
406                Nombre d'inscription à l'université        SE.TER.ENRL   
407                           Nb élèves accès internet          ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
402   12234.0      2005    13.0  
403  3.761414      2016     2.0  
404   0.09184      2013    10.0  
405   0.71722      2013    10.0  
406    3689.0      2006    12.0  
407     599.0       NaN     NaN  
check 1 GNB
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.001075625635056853
check 6, score entree 0 0
check 7, score sortie 0.0016134384525852796 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.0]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.37242136657503955]
check 3 cas 1, score inves, entrée [array([1.0], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.37242136657503955], dtype=object), array([1.0], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0004029543250638421
check 6, score entree 0.0016134384525852796 4
check 7, score sortie 0.0022178699401810427 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 6.465225076179564e-05
check 6, score entree 0.0022178699401810427 5
check 7, score sortie 0.0023148483163237363 5
check fin score diff 0.06862106832875198
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.036369343967037386
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
408  Guyana       GUY                           Nb élèves accès internet   
409  Guyana       GUY  Dépenses du gouvernement dédiées au cycle seco...   
410  Guyana       GUY                      Nombre d'inscription au lycée   
411  Guyana       GUY                Nombre d'inscription à l'université   
412  Guyana       GUY  Dépenses du gouvernement dédiées au cycle tert...   
413  Guyana       GUY               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
408          ACC.IT.EL  13973.0       NaN     NaN  
409  UIS.XGDP.23.FSGOV  1.06204      2012     8.0  
410            UIS.E.3  30328.0      2012     7.0  
411        SE.TER.ENRL   8857.0      2012     6.0  
412  UIS.XGDP.56.FSGOV  0.16169      2012     8.0  
413     IT.NET.USER.P2    35.66      2016     4.0  
check 1 GUY
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.001508156761092772
check 6, score entree 0 0
check 7, score sortie 0.002262235141639158 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.0245814635569466]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.0245814635569466], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002713734400372794
check 6, score entree 0.002262235141639158 2
check 7, score sortie 0.006332836742198349 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009987963713957264
check 6, score entree 0.006332836742198349 3
check 7, score sortie 0.007831031299291939 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.9245923046061688]
check 3 cas 1, score inves, entrée [array([1.0245814635569466], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9245923046061688], dtype=object), array([1.0245814635569466], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.14745868840815576
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07559355738456335
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
415  Haiti       HTI  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

           MAJ ANNÉE_MAJ  NB_NAN  
415  12.232602      2016     2.0  
check 1 HTI
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.0425531914893617
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
416  Honduras       HND                Nombre d'inscription à l'université   
417  Honduras       HND                      Nombre d'inscription au lycée   
418  Honduras       HND  Dépenses du gouvernement dédiées au cycle seco...   
419  Honduras       HND  Dépenses du gouvernement dédiées au cycle tert...   
420  Honduras       HND               Nombre d'utilisateurs d'internet (%)   
421  Honduras       HND                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
416        SE.TER.ENRL  195469.0      2015     8.0  
417            UIS.E.3  223514.0      2014     6.0  
418  UIS.XGDP.23.FSGOV    1.4858      2013    13.0  
419  UIS.XGDP.56.FSGOV   0.98534      2014    10.0  
420     IT.NET.USER.P2      30.0      2016     2.0  
421          ACC.IT.EL  125695.0       NaN     NaN  
check 1 HND
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0225141361450191
check 6, score entree 0 0
check 7, score sortie 0.033771204217528654 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020203492327659483
check 6, score entree 0.033771204217528654 1
check 7, score sortie 0.06407644270901788 1
UIS.XGDP.23.FSGOV

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.597110108124876]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.597110108124876], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.0354076161181314]
check 3 cas 1, score inves, entrée [array([0.597110108124876], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.0354076161181314], dtype=object), array([0.597110108124876], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.013566718964113359
check 6, score entree 0.06407644270901788 5
check 7, score sortie 0.08442652115518792 5
check fin score diff 0.08162588621215038
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07788349092922092
check 0                      PAYS CODE PAYS  \
422  Hong Kong SAR, China       HKG   
423  Hong Kong SAR, China       HKG   
424  Hong Kong SAR, China       HKG   
425  Hong Kong SAR, China       HKG   
426  Hong Kong SAR, China       HKG   
427  Hong Kong SAR, China       HKG   

                                          INDICATEUR_N         INDICATEUR  \
422                Nombre d'inscription à l'université        SE.TER.ENRL   
423                      Nombre d'inscription au lycée            UIS.E.3   
424  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
425  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
426               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
427                           Nb élèves accès internet          ACC.IT.EL   

             MAJ ANNÉE_MAJ  NB_NAN  
422  298642.6875      2015     3.0  
423     225437.0      2014     4.0  
424       1.1185      2014     4.0  
425      1.04416      2014     4.0  
426    87.300343      2016     2.0  
427     457523.0       NaN     NaN  
check 1 HKG
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03440949626258999
check 6, score entree 0 0
check 7, score sortie 0.051614244393884984 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020377587782268888
check 6, score entree 0.051614244393884984 1
check 7, score sortie 0.08218062606728832 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.9676269626357614]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9676269626357614], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.9719075233263124]
check 3 cas 1, score inves, entrée [array([3.9676269626357614], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.9719075233263124], dtype=object), array([3.9676269626357614], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04938212308061607
check 6, score entree 0.08218062606728832 5
check 7, score sortie 0.15625381068821242 5
check fin score diff 0.3969767242981037
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2240916031885779
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
428  Hungary       HUN                           Nb élèves accès internet   
429  Hungary       HUN  Dépenses du gouvernement dédiées au cycle seco...   
430  Hungary       HUN  Dépenses du gouvernement dédiées au cycle tert...   
431  Hungary       HUN                      Nombre d'inscription au lycée   
432  Hungary       HUN                Nombre d'inscription à l'université   
433  Hungary       HUN               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
428          ACC.IT.EL   617378.0       NaN     NaN  
429  UIS.XGDP.23.FSGOV    1.71402      2012     6.0  
430  UIS.XGDP.56.FSGOV    0.80092      2012     6.0  
431            UIS.E.3   471205.0      2014     4.0  
432        SE.TER.ENRL   307729.0      2015     3.0  
433     IT.NET.USER.P2  79.259401      2016     2.0  
check 1 HUN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06663585521004319
check 6, score entree 0 0
check 7, score sortie 0.09995378281506478 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.3668913670226865]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3668913670226865], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.23450120016138]
check 3 cas 1, score inves, entrée [array([1.3668913670226865], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.23450120016138], dtype=object), array([1.3668913670226865], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.042627765467367164
check 6, score entree 0.09995378281506478 3
check 7, score sortie 0.16389543101611553 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.035457098242777874
check 6, score entree 0.16389543101611553 4
check 7, score sortie 0.21708107838028234 4
IT.NET.USER.P2
nope
check fin score diff 0.18006962835920334
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1483299376041459
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
434  Iceland       ISL                Nombre d'inscription à l'université   
435  Iceland       ISL                      Nombre d'inscription au lycée   
436  Iceland       ISL  Dépenses du gouvernement dédiées au cycle seco...   
437  Iceland       ISL  Dépenses du gouvernement dédiées au cycle tert...   
438  Iceland       ISL               Nombre d'utilisateurs d'internet (%)   
439  Iceland       ISL                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
434        SE.TER.ENRL    19097.0      2013     5.0  
435            UIS.E.3    23149.0      2012     6.0  
436  UIS.XGDP.23.FSGOV    2.23745      2011     7.0  
437  UIS.XGDP.56.FSGOV     1.3687      2011     7.0  
438     IT.NET.USER.P2  98.240016      2016     2.0  
439          ACC.IT.EL    41503.0       NaN     NaN  
check 1 ISL
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00217941219075302
check 6, score entree 0 0
check 7, score sortie 0.0032691182861295303 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0020637961431492313
check 6, score entree 0.0032691182861295303 1
check 7, score sortie 0.006364812500853377 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.838877287282163]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.838877287282163], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.6215450940674065]
check 3 cas 1, score inves, entrée [array([2.838877287282163], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6215450940674065], dtype=object), array([2.838877287282163], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004479569888759273
check 6, score entree 0.006364812500853377 5
check 7, score sortie 0.013084167333992286 5
check fin score diff 0.32302111906747855
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.177894741787547
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
440  India       IND                           Nb élèves accès internet   
441  India       IND  Dépenses du gouvernement dédiées au cycle tert...   
442  India       IND                      Nombre d'inscription au lycée   
443  India       IND                Nombre d'inscription à l'université   
444  India       IND  Dépenses du gouvernement dédiées au cycle seco...   
445  India       IND               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR         MAJ ANNÉE_MAJ  NB_NAN  
440          ACC.IT.EL  25805339.0       NaN     NaN  
441  UIS.XGDP.56.FSGOV     1.23058      2012     8.0  
442            UIS.E.3  55228676.0      2013     5.0  
443        SE.TER.ENRL  32107420.0      2015     3.0  
444  UIS.XGDP.23.FSGOV     1.48175      2012     8.0  
445     IT.NET.USER.P2   29.547163      2016     2.0  
check 1 IND
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 2.785264187013597
check 6, score entree 0 0
check 7, score sortie 4.177896280520395 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7706548347170199]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7706548347170199], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 4.999999999999999
check 6, score entree 4.177896280520395 2
check 7, score sortie 11.677896280520393 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 3.7017870050077946
check 6, score entree 11.677896280520393 3
check 7, score sortie 17.230576788032085 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.6011955946516498]
check 3 cas 1, score inves, entrée [array([0.7706548347170199], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.6011955946516498], dtype=object), array([0.7706548347170199], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.06859252146843349
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 3.723227512659684
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
446  Indonesia       IDN                Nombre d'inscription à l'université   
447  Indonesia       IDN                           Nb élèves accès internet   
448  Indonesia       IDN                      Nombre d'inscription au lycée   
449  Indonesia       IDN  Dépenses du gouvernement dédiées au cycle seco...   
450  Indonesia       IDN               Nombre d'utilisateurs d'internet (%)   
451  Indonesia       IDN  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
446        SE.TER.ENRL  5107999.0      2015     3.0  
447          ACC.IT.EL  3807649.0       NaN     NaN  
448            UIS.E.3  9902660.0      2014     4.0  
449  UIS.XGDP.23.FSGOV    0.88342      2014     6.0  
450     IT.NET.USER.P2  25.366301      2016     2.0  
451  UIS.XGDP.56.FSGOV     0.4962      2014     6.0  
check 1 IDN
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.5889018930851839
check 6, score entree 0 0
check 7, score sortie 0.8833528396277759 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.41097341896644474
check 6, score entree 0.8833528396277759 1
check 7, score sortie 1.499812968077443 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.8964881117248481
check 6, score entree 1.499812968077443 2
check 7, score sortie 2.844545135664715 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.2047658016854879]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.2047658016854879], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.5634666226171756]
check 3 cas 1, score inves, entrée [array([1.2047658016854879], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.5634666226171756], dtype=object), array([1.2047658016854879], dtype=object)]
check fin score diff 0.13841162121513317
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.6772248418893294
check 0                    PAYS CODE PAYS  \
452  Iran, Islamic Rep.       IRN   
453  Iran, Islamic Rep.       IRN   
454  Iran, Islamic Rep.       IRN   
455  Iran, Islamic Rep.       IRN   
456  Iran, Islamic Rep.       IRN   
457  Iran, Islamic Rep.       IRN   

                                          INDICATEUR_N         INDICATEUR  \
452  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
453                           Nb élèves accès internet          ACC.IT.EL   
454  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
455                      Nombre d'inscription au lycée            UIS.E.3   
456                Nombre d'inscription à l'université        SE.TER.ENRL   
457               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

           MAJ ANNÉE_MAJ  NB_NAN  
452    0.83654      2014     4.0  
453  4521378.0       NaN     NaN  
454    1.16661      2014     4.0  
455  3691835.0      2014     4.0  
456  4802721.0      2015     3.0  
457  53.226773      2016     2.0  
check 1 IRN
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.1960470806797607]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1960470806797607], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.48800878838875794
check 6, score entree 0 1
check 7, score sortie 0.7320131825831369 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.9190956059945437]
check 3 cas 1, score inves, entrée [array([2.1960470806797607], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9190956059945437], dtype=object), array([2.1960470806797607], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.3342018913013165
check 6, score entree 0.7320131825831369 3
check 7, score sortie 1.2333160195351116 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.5537050145596217
check 6, score entree 1.2333160195351116 4
check 7, score sortie 2.0638735413745444 4
IT.NET.USER.P2
nope
check fin score diff 0.20575713433371523
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.5467299310017573
check 0      PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
458  Iraq       IRQ   Nombre d'inscription à l'université     SE.TER.ENRL   
459  Iraq       IRQ         Nombre d'inscription au lycée         UIS.E.3   
460  Iraq       IRQ              Nb élèves accès internet       ACC.IT.EL   
461  Iraq       IRQ  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
458  424908.0      2005    13.0  
459  730640.0      2007    13.0  
460  245323.0       NaN     NaN  
461     21.23      2016     2.0  
check 1 IRQ
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.04896719405297986
check 6, score entree 0 0
check 7, score sortie 0.0734507910794698 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06611526118582307
check 6, score entree 0.0734507910794698 1
check 7, score sortie 0.1726236828582044 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.026478604530277113
check 6, score entree 0.1726236828582044 2
check 7, score sortie 0.21234158965362007 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.10900884886247235
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
462  Ireland       IRL                           Nb élèves accès internet   
463  Ireland       IRL  Dépenses du gouvernement dédiées au cycle seco...   
464  Ireland       IRL                Nombre d'inscription à l'université   
465  Ireland       IRL                      Nombre d'inscription au lycée   
466  Ireland       IRL  Dépenses du gouvernement dédiées au cycle tert...   
467  Ireland       IRL               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
462          ACC.IT.EL  300360.0       NaN     NaN  
463  UIS.XGDP.23.FSGOV   1.93028      2012     6.0  
464        SE.TER.ENRL  214632.0      2015     3.0  
465            UIS.E.3  150905.0      2012     6.0  
466  UIS.XGDP.56.FSGOV   1.23538      2012     6.0  
467     IT.NET.USER.P2   82.1697      2016     2.0  
check 1 IRL
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03241894831187469
check 6, score entree 0 0
check 7, score sortie 0.04862842246781203 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.1487374016977867]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1487374016977867], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.024723524909310488
check 6, score entree 0.04862842246781203 2
check 7, score sortie 0.08571370983177776 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013629963017345283
check 6, score entree 0.08571370983177776 3
check 7, score sortie 0.10615865435779567 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.765472829325335]
check 3 cas 1, score inves, entrée [array([3.1487374016977867], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.765472829325335], dtype=object), array([3.1487374016977867], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.34571051155115606
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20252535444871314
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
468  Israel       ISR                Nombre d'inscription à l'université   
469  Israel       ISR                      Nombre d'inscription au lycée   
470  Israel       ISR  Dépenses du gouvernement dédiées au cycle seco...   
471  Israel       ISR  Dépenses du gouvernement dédiées au cycle tert...   
472  Israel       ISR               Nombre d'utilisateurs d'internet (%)   
473  Israel       ISR                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
468        SE.TER.ENRL   374048.0      2015     3.0  
469            UIS.E.3   369316.0      2014     4.0  
470  UIS.XGDP.23.FSGOV    1.50706      2013     5.0  
471  UIS.XGDP.56.FSGOV    0.92638      2013     5.0  
472     IT.NET.USER.P2  79.778791      2016     2.0  
473          ACC.IT.EL   593047.0       NaN     NaN  
check 1 ISR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.043103315090820486
check 6, score entree 0 0
check 7, score sortie 0.06465497263623073 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03340342237080057
check 6, score entree 0.06465497263623073 1
check 7, score sortie 0.11476010619243159 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.5756638893058454]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.5756638893058454], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.09905886038595]
check 3 cas 1, score inves, entrée [array([3.5756638893058454], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.09905886038595], dtype=object), array([3.5756638893058454], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0640097217988825
check 6, score entree 0.11476010619243159 5
check 7, score sortie 0.21077468889075535 5
check fin score diff 0.3837361374845898
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2328746439096479
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
474  Italy       ITA                      Nombre d'inscription au lycée   
475  Italy       ITA                Nombre d'inscription à l'université   
476  Italy       ITA                           Nb élèves accès internet   
477  Italy       ITA  Dépenses du gouvernement dédiées au cycle seco...   
478  Italy       ITA  Dépenses du gouvernement dédiées au cycle tert...   
479  Italy       ITA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
474            UIS.E.3  2780440.0      2013     5.0  
475        SE.TER.ENRL  1826477.0      2015     3.0  
476          ACC.IT.EL  2825157.0       NaN     NaN  
477  UIS.XGDP.23.FSGOV    1.75346      2012     6.0  
478  UIS.XGDP.56.FSGOV     0.8014      2011     7.0  
479     IT.NET.USER.P2  61.324253      2016     2.0  
check 1 ITA
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.25169033287503584
check 6, score entree 0 0
check 7, score sortie 0.37753549931255376 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.21056041019758762
check 6, score entree 0.37753549931255376 1
check 7, score sortie 0.6933761146089352 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.30492948047653134
check 6, score entree 0.6933761146089352 2
check 7, score sortie 1.1507703353237322 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.327105914590736]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.327105914590736], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.2339830124916435]
check 3 cas 1, score inves, entrée [array([3.327105914590736], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.2339830124916435], dtype=object), array([3.327105914590736], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.378054446354119
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4316648471655002
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
480  Jamaica       JAM               Nombre d'utilisateurs d'internet (%)   
481  Jamaica       JAM                           Nb élèves accès internet   
482  Jamaica       JAM                Nombre d'inscription à l'université   
483  Jamaica       JAM                      Nombre d'inscription au lycée   
484  Jamaica       JAM  Dépenses du gouvernement dédiées au cycle seco...   
485  Jamaica       JAM  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
480     IT.NET.USER.P2     45.0      2016     2.0  
481          ACC.IT.EL  73079.0       NaN     NaN  
482        SE.TER.ENRL  74537.0      2015     5.0  
483            UIS.E.3  87860.0      2014     5.0  
484  UIS.XGDP.23.FSGOV  1.89516      2014     5.0  
485  UIS.XGDP.56.FSGOV  1.05398      2014     5.0  
check 1 JAM
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007887682526579738
check 6, score entree 0 1
check 7, score sortie 0.011831523789869607 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00857134002524212
check 6, score entree 0.011831523789869607 2
check 7, score sortie 0.024688533827732787 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007922293783934015
check 6, score entree 0.024688533827732787 3
check 7, score sortie 0.03657197450363381 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.1841649938176257]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1841649938176257], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.961306200221315]
check 3 cas 1, score inves, entrée [array([1.1841649938176257], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.961306200221315], dtype=object), array([1.1841649938176257], dtype=object)]
check fin score diff 0.15727355970194706
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10507351791608104
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
486  Japan       JPN               Nombre d'utilisateurs d'internet (%)   
487  Japan       JPN                Nombre d'inscription à l'université   
488  Japan       JPN                           Nb élèves accès internet   
489  Japan       JPN                      Nombre d'inscription au lycée   
490  Japan       JPN  Dépenses du gouvernement dédiées au cycle seco...   
491  Japan       JPN  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
486     IT.NET.USER.P2       92.0      2016     2.0  
487        SE.TER.ENRL  3862460.0      2014     4.0  
488          ACC.IT.EL  6941749.0       NaN     NaN  
489            UIS.E.3  3682920.0      2013     5.0  
490  UIS.XGDP.23.FSGOV    1.42258      2014     5.0  
491  UIS.XGDP.56.FSGOV    0.78129      2014     5.0  
check 1 JPN
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.4452980798990057
check 6, score entree 0 1
check 7, score sortie 0.6679471198485085 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.749248242192728
check 6, score entree 0.6679471198485085 2
check 7, score sortie 1.7918194831376006 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.33339478730867855
check 6, score entree 1.7918194831376006 3
check 7, score sortie 2.2919116641006188 3
UIS.XGDP.23.FSGOV

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.660883814452366]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.660883814452366], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.255693100395847]
check 3 cas 1, score inves, entrée [array([3.660883814452366], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.255693100395847], dtype=object), array([3.660883814452366], dtype=object)]
check fin score diff 0.3958288457424107
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.6782426616687296
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
492  Jordan       JOR                           Nb élèves accès internet   
493  Jordan       JOR               Nombre d'utilisateurs d'internet (%)   
494  Jordan       JOR                      Nombre d'inscription au lycée   
495  Jordan       JOR                Nombre d'inscription à l'université   
496  Jordan       JOR  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
492          ACC.IT.EL   328038.0       NaN     NaN  
493     IT.NET.USER.P2  62.302193      2016     2.0  
494            UIS.E.3   213778.0      2012     7.0  
495        SE.TER.ENRL   312750.0      2015     5.0  
496  UIS.XGDP.23.FSGOV    1.75315      2011     8.0  
check 1 JOR
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.035406335618360464
check 6, score entree 0 0
check 7, score sortie 0.0531095034275407 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.019322060530427475
check 6, score entree 0.0531095034275407 2
check 7, score sortie 0.08209259422318191 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.036035991995609216
check 6, score entree 0.08209259422318191 3
check 7, score sortie 0.13614658221659573 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.3274186934938998]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3274186934938998], dtype=object)]
check fin score diff 0.13274186934939
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.12104009607786931
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
497  Kazakhstan       KAZ                Nombre d'inscription à l'université   
498  Kazakhstan       KAZ  Dépenses du gouvernement dédiées au cycle seco...   
499  Kazakhstan       KAZ                      Nombre d'inscription au lycée   
500  Kazakhstan       KAZ                           Nb élèves accès internet   
501  Kazakhstan       KAZ  Dépenses du gouvernement dédiées au cycle tert...   
502  Kazakhstan       KAZ               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
497        SE.TER.ENRL  623534.0      2016     6.0  
498  UIS.XGDP.23.FSGOV   1.90883      2014    12.0  
499            UIS.E.3  469946.0      2015     7.0  
500          ACC.IT.EL  839793.0       NaN     NaN  
501  UIS.XGDP.56.FSGOV   0.39475      2014     7.0  
502     IT.NET.USER.P2      76.8      2016     2.0  
check 1 KAZ
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0718676821131031
check 6, score entree 0 0
check 7, score sortie 0.10780152316965465 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.1703751840665026]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1703751840665026], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04251378409588862
check 6, score entree 0.10780152316965465 2
check 7, score sortie 0.17157219931348758 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09064191589983413
check 6, score entree 0.17157219931348758 3
check 7, score sortie 0.3075350731632388 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.672988607715184]
check 3 cas 1, score inves, entrée [array([1.1703751840665026], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.672988607715184], dtype=object), array([1.1703751840665026], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.19216818958908433
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1701496303728347
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
503  Kenya       KEN                Nombre d'inscription à l'université   
504  Kenya       KEN                      Nombre d'inscription au lycée   
505  Kenya       KEN  Dépenses du gouvernement dédiées au cycle seco...   
506  Kenya       KEN  Dépenses du gouvernement dédiées au cycle tert...   
507  Kenya       KEN               Nombre d'utilisateurs d'internet (%)   
508  Kenya       KEN                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
503        SE.TER.ENRL   167983.0      2009    12.0  
504            UIS.E.3  1914823.0      2012     8.0  
505  UIS.XGDP.23.FSGOV    1.52824      2006    13.0  
506  UIS.XGDP.56.FSGOV     1.0869      2006    13.0  
507     IT.NET.USER.P2       26.0      2016     2.0  
508          ACC.IT.EL   541530.0       NaN     NaN  
check 1 KEN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.019345151143959082
check 6, score entree 0 0
check 7, score sortie 0.02901772671593862 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.17332320592099093
check 6, score entree 0.02901772671593862 1
check 7, score sortie 0.289002535597425 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05844930443244606
check 6, score entree 0.289002535597425 5
check 7, score sortie 0.3766764922460941 5
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.1014205302651264
check 0          PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
509  Kiribati       KIR              Nb élèves accès internet       ACC.IT.EL   
510  Kiribati       KIR         Nombre d'inscription au lycée         UIS.E.3   
511  Kiribati       KIR  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

        MAJ ANNÉE_MAJ  NB_NAN  
509   651.0       NaN     NaN  
510  4752.0      2008    10.0  
511    13.7      2016     2.0  
check 1 KIR
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 7.026480007667606e-05
check 6, score entree 0 0
check 7, score sortie 0.00010539720011501409 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000398255800741949
check 6, score entree 0.00010539720011501409 1
check 7, score sortie 0.0007027809012279376 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.0427027193406868
check 0                           PAYS CODE PAYS  \
512  Korea, Dem. People’s Rep.       PRK   
513  Korea, Dem. People’s Rep.       PRK   
514  Korea, Dem. People’s Rep.       PRK   
515  Korea, Dem. People’s Rep.       PRK   

                             INDICATEUR_N      INDICATEUR        MAJ  \
512   Nombre d'inscription à l'université     SE.TER.ENRL   565350.0   
513         Nombre d'inscription au lycée         UIS.E.3  1245086.0   
514  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2        0.0   
515              Nb élèves accès internet       ACC.IT.EL        0.0   

    ANNÉE_MAJ  NB_NAN  
512      2015    11.0  
513      2009    13.0  
514      2012     6.0  
515       NaN     NaN  
check 1 PRK
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0651593861332706
check 6, score entree 0 0
check 7, score sortie 0.0977390791999059 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.11268973349054975
check 6, score entree 0.0977390791999059 1
check 7, score sortie 0.2667736794357305 1
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0
check 6, score entree 0.2667736794357305 3
check 7, score sortie 0.2667736794357305 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.078036953071432
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
516  Korea, Rep.       KOR                           Nb élèves accès internet   
517  Korea, Rep.       KOR               Nombre d'utilisateurs d'internet (%)   
518  Korea, Rep.       KOR  Dépenses du gouvernement dédiées au cycle seco...   
519  Korea, Rep.       KOR  Dépenses du gouvernement dédiées au cycle tert...   
520  Korea, Rep.       KOR                Nombre d'inscription à l'université   
521  Korea, Rep.       KOR                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
516          ACC.IT.EL  4795258.0       NaN     NaN  
517     IT.NET.USER.P2  92.716545      2016     2.0  
518  UIS.XGDP.23.FSGOV    1.76772      2013     7.0  
519  UIS.XGDP.56.FSGOV    0.86418      2013     7.0  
520        SE.TER.ENRL  3268099.0      2015     3.0  
521            UIS.E.3  1903857.0      2013     5.0  
check 1 KOR
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5175696538956704
check 6, score entree 0 0
check 7, score sortie 0.7763544808435057 0
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.312721091378303]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.312721091378303], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.1662078231641235]
check 3 cas 1, score inves, entrée [array([3.312721091378303], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.1662078231641235], dtype=object), array([3.312721091378303], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.376771517495781
check 6, score entree 0.7763544808435057 4
check 7, score sortie 1.341511757087177 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.17233041821675446
check 6, score entree 1.341511757087177 5
check 7, score sortie 1.6000073844123088 5
check fin score diff 0.3739464457271213
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5263731553488149
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
522  Kuwait       KWT                Nombre d'inscription à l'université   
523  Kuwait       KWT                      Nombre d'inscription au lycée   
524  Kuwait       KWT  Dépenses du gouvernement dédiées au cycle seco...   
525  Kuwait       KWT  Dépenses du gouvernement dédiées au cycle tert...   
526  Kuwait       KWT               Nombre d'utilisateurs d'internet (%)   
527  Kuwait       KWT                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
522        SE.TER.ENRL    71786.0      2013    13.0  
523            UIS.E.3   108681.0      2012     6.0  
524  UIS.XGDP.23.FSGOV     1.9549      2011    10.0  
525  UIS.XGDP.56.FSGOV    1.22579      2006    12.0  
526     IT.NET.USER.P2  78.367384      2016     2.0  
527          ACC.IT.EL   141427.0       NaN     NaN  
check 1 KWT
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.008254164818303456
check 6, score entree 0 0
check 7, score sortie 0.012381247227455185 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009807286743072028
check 6, score entree 0.012381247227455185 1
check 7, score sortie 0.027092177342063227 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.123901722607863]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.123901722607863], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.775825901091713]
check 3 cas 1, score inves, entrée [array([3.123901722607863], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.775825901091713], dtype=object), array([3.123901722607863], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.015264730999146029
check 6, score entree 0.027092177342063227 5
check 7, score sortie 0.04998927384078227 5
check fin score diff 0.3449863811849788
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19042035213314065
check 0                 PAYS CODE PAYS  \
528  Kyrgyz Republic       KGZ   
529  Kyrgyz Republic       KGZ   
530  Kyrgyz Republic       KGZ   
531  Kyrgyz Republic       KGZ   
532  Kyrgyz Republic       KGZ   
533  Kyrgyz Republic       KGZ   

                                          INDICATEUR_N         INDICATEUR  \
528                           Nb élèves accès internet          ACC.IT.EL   
529  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
530  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
531                      Nombre d'inscription au lycée            UIS.E.3   
532                Nombre d'inscription à l'université        SE.TER.ENRL   
533               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
528  153055.0       NaN     NaN  
529   3.68646      2013    13.0  
530   0.86629      2013     6.0  
531  178254.0      2014     5.0  
532  265382.0      2015     3.0  
533      34.5      2016     2.0  
check 1 KGZ
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.016519783372865828
check 6, score entree 0 0
check 7, score sortie 0.02477967505929874 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.163929998090112]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.163929998090112], dtype=object), 0]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01610595708292645
check 6, score entree 0.02477967505929874 3
check 7, score sortie 0.04893861068368842 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03057472147497286
check 6, score entree 0.04893861068368842 4
check 7, score sortie 0.0948006928961477 4
IT.NET.USER.P2
nope
check fin score diff 0.05819649990450561
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07510578570226667
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
534  Lao PDR       LAO              Nb élèves accès internet       ACC.IT.EL   
535  Lao PDR       LAO   Nombre d'inscription à l'université     SE.TER.ENRL   
536  Lao PDR       LAO         Nombre d'inscription au lycée         UIS.E.3   
537  Lao PDR       LAO  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
534   67729.0       NaN     NaN  
535  130191.0      2015     3.0  
536  179495.0      2014     4.0  
537     21.87      2016     2.0  
check 1 LAO
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007310237548991079
check 6, score entree 0 0
check 7, score sortie 0.010965356323486618 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014987940885643569
check 6, score entree 0.010965356323486618 1
check 7, score sortie 0.03344726765195197 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.016218308855765907
check 6, score entree 0.03344726765195197 2
check 7, score sortie 0.05777473093560083 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.054845687433106555
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
538  Latvia       LVA               Nombre d'utilisateurs d'internet (%)   
539  Latvia       LVA                Nombre d'inscription à l'université   
540  Latvia       LVA                      Nombre d'inscription au lycée   
541  Latvia       LVA                           Nb élèves accès internet   
542  Latvia       LVA  Dépenses du gouvernement dédiées au cycle tert...   
543  Latvia       LVA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
538     IT.NET.USER.P2  79.889371      2016     2.0  
539        SE.TER.ENRL    85881.0      2015     3.0  
540            UIS.E.3    66755.0      2014     4.0  
541          ACC.IT.EL   121940.0       NaN     NaN  
542  UIS.XGDP.56.FSGOV    0.95608      2013     6.0  
543  UIS.XGDP.23.FSGOV    1.60871      2013     6.0  
check 1 LVA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.009879240987623873
check 6, score entree 0 1
check 7, score sortie 0.014818861481435809 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0060115893796014765
check 6, score entree 0.014818861481435809 2
check 7, score sortie 0.023836245550838023 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01316142814339459
check 6, score entree 0.023836245550838023 3
check 7, score sortie 0.04357838776592991 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.066995700715367]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.066995700715367], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.4731236369849032]
check 3 cas 1, score inves, entrée [array([4.066995700715367], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.4731236369849032], dtype=object), array([4.066995700715367], dtype=object)]
check fin score diff 0.37700596688501353
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1958690116278603
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
544  Lebanon       LBN               Nombre d'utilisateurs d'internet (%)   
545  Lebanon       LBN  Dépenses du gouvernement dédiées au cycle tert...   
546  Lebanon       LBN  Dépenses du gouvernement dédiées au cycle seco...   
547  Lebanon       LBN                           Nb élèves accès internet   
548  Lebanon       LBN                      Nombre d'inscription au lycée   
549  Lebanon       LBN                Nombre d'inscription à l'université   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
544     IT.NET.USER.P2     76.11      2016     2.0  
545  UIS.XGDP.56.FSGOV   0.73943      2013     5.0  
546  UIS.XGDP.23.FSGOV   0.43972      2013    12.0  
547          ACC.IT.EL  294340.0       NaN     NaN  
548            UIS.E.3  170262.0      2013     5.0  
549        SE.TER.ENRL  216468.0      2015     3.0  
check 1 LBN
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.3008837239312045]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3008837239312045], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.6523517206582556]
check 3 cas 1, score inves, entrée [array([2.3008837239312045], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.6523517206582556], dtype=object), array([2.3008837239312045], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0317691877950366
check 6, score entree 0 3
check 7, score sortie 0.04765378169255491 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.015382415287170678
check 6, score entree 0.04765378169255491 4
check 7, score sortie 0.07072740462331092 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.024935205636296816
check 6, score entree 0.07072740462331092 5
check 7, score sortie 0.10813021307775615 5
check fin score diff 0.247661772229473
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13953020963983598
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
550  Lesotho       LSO                      Nombre d'inscription au lycée   
551  Lesotho       LSO  Dépenses du gouvernement dédiées au cycle tert...   
552  Lesotho       LSO               Nombre d'utilisateurs d'internet (%)   
553  Lesotho       LSO                           Nb élèves accès internet   
554  Lesotho       LSO                Nombre d'inscription à l'université   
555  Lesotho       LSO  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
550            UIS.E.3  37727.0      2014     4.0  
551  UIS.XGDP.56.FSGOV  4.72333      2008    11.0  
552     IT.NET.USER.P2    27.36      2016     2.0  
553          ACC.IT.EL  16764.0       NaN     NaN  
554        SE.TER.ENRL  23545.0      2014     9.0  
555  UIS.XGDP.23.FSGOV  2.66391      2008    11.0  
check 1 LSO
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0033835899742963404
check 6, score entree 0 0
check 7, score sortie 0.0050753849614445104 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018093995522049115
check 6, score entree 0.0050753849614445104 3
check 7, score sortie 0.007789484289751878 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002692242187286345
check 6, score entree 0.007789484289751878 4
check 7, score sortie 0.011827847570681395 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
check fin score diff 0.0
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.04506975480227264
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
556  Liberia       LBR  Dépenses du gouvernement dédiées au cycle seco...   
557  Liberia       LBR               Nombre d'utilisateurs d'internet (%)   
558  Liberia       LBR  Dépenses du gouvernement dédiées au cycle tert...   
559  Liberia       LBR                      Nombre d'inscription au lycée   
560  Liberia       LBR                Nombre d'inscription à l'université   
561  Liberia       LBR                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
556  UIS.XGDP.23.FSGOV   0.95103      2012    12.0  
557     IT.NET.USER.P2  7.319106      2016     4.0  
558  UIS.XGDP.56.FSGOV   0.87038      2012    12.0  
559            UIS.E.3   83034.0      2014    12.0  
560        SE.TER.ENRL   43883.0      2012    12.0  
561          ACC.IT.EL    9289.0       NaN     NaN  
check 1 LBR
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.13656364634302176]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.13656364634302176], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.15951456040109135]
check 3 cas 1, score inves, entrée [array([0.13656364634302176], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.15951456040109135], dtype=object), array([0.13656364634302176], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007485380282142551
check 6, score entree 0 3
check 7, score sortie 0.011228070423213827 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0050371020050684395
check 6, score entree 0.011228070423213827 4
check 7, score sortie 0.018783723430816485 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0010025955881908508
check 6, score entree 0.018783723430816485 5
check 7, score sortie 0.02028761681310276 5
check fin score diff 0.014803910337205656
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.0287428781170869
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
562  Libya       LBY         Nombre d'inscription au lycée         UIS.E.3   
563  Libya       LBY  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
564  Libya       LBY              Nb élèves accès internet       ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
562  355009.0      2006    12.0  
563  20.27216      2016     3.0  
564   71968.0       NaN     NaN  
check 1 LBY
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.032108163052497536
check 6, score entree 0 0
check 7, score sortie 0.04816224457874631 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007767768251794504
check 6, score entree 0.04816224457874631 2
check 7, score sortie 0.059813896956438066 2
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07655614828860385
check 0               PAYS CODE PAYS  \
565  Liechtenstein       LIE   
566  Liechtenstein       LIE   
567  Liechtenstein       LIE   
568  Liechtenstein       LIE   
569  Liechtenstein       LIE   
570  Liechtenstein       LIE   

                                          INDICATEUR_N         INDICATEUR  \
565                      Nombre d'inscription au lycée            UIS.E.3   
566  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
567               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
568                           Nb élèves accès internet          ACC.IT.EL   
569  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
570                Nombre d'inscription à l'université        SE.TER.ENRL   

           MAJ ANNÉE_MAJ  NB_NAN  
565     1780.0      2014     5.0  
566    1.21229      2011     9.0  
567  98.093904      2016     2.0  
568     2482.0       NaN     NaN  
569    0.17467      2007    12.0  
570      750.0      2015     4.0  
check 1 LIE
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00012919095877671316
check 6, score entree 0 0
check 7, score sortie 0.00019378643816506976 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.873015493168065]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.873015493168065], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002678912961448694
check 6, score entree 0.00019378643816506976 3
check 7, score sortie 0.0005956233823823738 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.910579536443969]
check 3 cas 1, score inves, entrée [array([3.873015493168065], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.910579536443969], dtype=object), array([3.873015493168065], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 6.410374956666558e-05
check 6, score entree 0.0005956233823823738 5
check 7, score sortie 0.0006917790067323722 5
check fin score diff 0.43917975148060173
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1999726660611349
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
571  Lithuania       LTU                           Nb élèves accès internet   
572  Lithuania       LTU                      Nombre d'inscription au lycée   
573  Lithuania       LTU                Nombre d'inscription à l'université   
574  Lithuania       LTU  Dépenses du gouvernement dédiées au cycle seco...   
575  Lithuania       LTU  Dépenses du gouvernement dédiées au cycle tert...   
576  Lithuania       LTU               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
571          ACC.IT.EL   168882.0       NaN     NaN  
572            UIS.E.3    86435.0      2014     4.0  
573        SE.TER.ENRL   140629.0      2015     3.0  
574  UIS.XGDP.23.FSGOV    1.89136      2012     6.0  
575  UIS.XGDP.56.FSGOV    1.38212      2012     6.0  
576     IT.NET.USER.P2  74.376646      2016     2.0  
check 1 LTU
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01822804910376222
check 6, score entree 0 0
check 7, score sortie 0.027342073655643333 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007793283891672756
check 6, score entree 0.027342073655643333 1
check 7, score sortie 0.03903199949315247 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016191385018695468
check 6, score entree 0.03903199949315247 2
check 7, score sortie 0.06331907702119567 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.1879981888646434]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1879981888646434], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.607057331265807]
check 3 cas 1, score inves, entrée [array([3.1879981888646434], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.607057331265807], dtype=object), array([3.1879981888646434], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.33975277600652254
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.192142947452706
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
577  Luxembourg       LUX               Nombre d'utilisateurs d'internet (%)   
578  Luxembourg       LUX                      Nombre d'inscription au lycée   
579  Luxembourg       LUX                Nombre d'inscription à l'université   
580  Luxembourg       LUX  Dépenses du gouvernement dédiées au cycle seco...   
581  Luxembourg       LUX                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
577     IT.NET.USER.P2  97.49393      2016     2.0  
578            UIS.E.3   24409.0      2013     6.0  
579        SE.TER.ENRL    6085.0      2012    10.0  
580  UIS.XGDP.23.FSGOV   1.50773      2011     7.0  
581          ACC.IT.EL   29730.0       NaN     NaN  
check 1 LUX
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0021778680478855023
check 6, score entree 0 1
check 7, score sortie 0.0032668020718282535 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0006791999796712713
check 6, score entree 0.0032668020718282535 2
check 7, score sortie 0.0042856020413351605 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.5749880656088924]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.5749880656088924], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0032088671371422106
check 6, score entree 0.0042856020413351605 4
check 7, score sortie 0.009098902747048476 4
check fin score diff 0.3574988065608893
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1843824913421144
check 0                  PAYS CODE PAYS  \
582  Macao SAR, China       MAC   
583  Macao SAR, China       MAC   
584  Macao SAR, China       MAC   
585  Macao SAR, China       MAC   
586  Macao SAR, China       MAC   
587  Macao SAR, China       MAC   

                                          INDICATEUR_N         INDICATEUR  \
582               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
583                           Nb élèves accès internet          ACC.IT.EL   
584                Nombre d'inscription à l'université        SE.TER.ENRL   
585                      Nombre d'inscription au lycée            UIS.E.3   
586  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
587  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   

           MAJ ANNÉE_MAJ  NB_NAN  
582  81.642985      2016     2.0  
583    38720.0       NaN     NaN  
584    30771.0      2015     3.0  
585    16655.0      2014     4.0  
586    1.13395      2013    12.0  
587    0.92544      2013     5.0  
check 1 MAC
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004179190566772499
check 6, score entree 0 1
check 7, score sortie 0.006268785850158748 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0035253603426257793
check 6, score entree 0.006268785850158748 2
check 7, score sortie 0.011556826364097416 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0014758731674688003
check 6, score entree 0.011556826364097416 3
check 7, score sortie 0.013770636115300617 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.9520416504612808]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9520416504612808], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.1000736150800705]
check 3 cas 1, score inves, entrée [array([3.9520416504612808], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.1000736150800705], dtype=object), array([3.9520416504612808], dtype=object)]
check fin score diff 0.4026057632770676
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1949737019983762
check 0                PAYS CODE PAYS                          INDICATEUR_N  \
588  Macedonia, FYR       MKD  Nombre d'utilisateurs d'internet (%)   
589  Macedonia, FYR       MKD   Nombre d'inscription à l'université   
590  Macedonia, FYR       MKD              Nb élèves accès internet   
591  Macedonia, FYR       MKD         Nombre d'inscription au lycée   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
588  IT.NET.USER.P2  72.156814      2016     2.0  
589     SE.TER.ENRL    63543.0      2015     4.0  
590       ACC.IT.EL   113383.0       NaN     NaN  
591         UIS.E.3    93590.0      2012     7.0  
check 1 MKD
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.007303792142623557
check 6, score entree 0 1
check 7, score sortie 0.010955688213935336 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.012237839980174749
check 6, score entree 0.010955688213935336 2
check 7, score sortie 0.02931244818419746 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008441049350710866
check 6, score entree 0.02931244818419746 3
check 7, score sortie 0.04197402221026376 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.07276043025750294
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
592  Madagascar       MDG               Nombre d'utilisateurs d'internet (%)   
593  Madagascar       MDG  Dépenses du gouvernement dédiées au cycle tert...   
594  Madagascar       MDG  Dépenses du gouvernement dédiées au cycle seco...   
595  Madagascar       MDG                      Nombre d'inscription au lycée   
596  Madagascar       MDG                Nombre d'inscription à l'université   
597  Madagascar       MDG                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
592     IT.NET.USER.P2  4.713663      2016     2.0  
593  UIS.XGDP.56.FSGOV   0.41528      2012     7.0  
594  UIS.XGDP.23.FSGOV   0.52853      2012     7.0  
595            UIS.E.3  342159.0      2014     6.0  
596        SE.TER.ENRL  113025.0      2014     4.0  
597          ACC.IT.EL   21456.0       NaN     NaN  
check 1 MDG
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.650825097556566]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.650825097556566], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.5627639241101692]
check 3 cas 1, score inves, entrée [array([0.650825097556566], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5627639241101692], dtype=object), array([0.650825097556566], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.030944810690703026
check 6, score entree 0 3
check 7, score sortie 0.04641721603605454 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.013008795265029573
check 6, score entree 0.04641721603605454 4
check 7, score sortie 0.0659304089335989 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0023158241942321986
check 6, score entree 0.0659304089335989 5
check 7, score sortie 0.0694041452249472 5
check fin score diff 0.06067945108333677
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04895395666133701
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
598  Malawi       MWI               Nombre d'utilisateurs d'internet (%)   
599  Malawi       MWI                      Nombre d'inscription au lycée   
600  Malawi       MWI  Dépenses du gouvernement dédiées au cycle seco...   
601  Malawi       MWI  Dépenses du gouvernement dédiées au cycle tert...   
602  Malawi       MWI                Nombre d'inscription à l'université   
603  Malawi       MWI                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
598     IT.NET.USER.P2  9.614097      2016     2.0  
599            UIS.E.3  164267.0      2014     4.0  
600  UIS.XGDP.23.FSGOV   1.69641      2014    10.0  
601  UIS.XGDP.56.FSGOV   1.48207      2014    10.0  
602        SE.TER.ENRL   12203.0      2011     9.0  
603          ACC.IT.EL   16966.0       NaN     NaN  
check 1 MWI
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01483966840709612
check 6, score entree 0 1
check 7, score sortie 0.022259502610644178 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [0, 0]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.001384571813931811
check 6, score entree 0.022259502610644178 4
check 7, score sortie 0.024336360331541896 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018312021476204086
check 6, score entree 0.024336360331541896 5
check 7, score sortie 0.02708316355297251 5
check fin score diff 0.0
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.027038970968717553
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
604  Malaysia       MYS                Nombre d'inscription à l'université   
605  Malaysia       MYS                      Nombre d'inscription au lycée   
606  Malaysia       MYS  Dépenses du gouvernement dédiées au cycle seco...   
607  Malaysia       MYS  Dépenses du gouvernement dédiées au cycle tert...   
608  Malaysia       MYS               Nombre d'utilisateurs d'internet (%)   
609  Malaysia       MYS                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
604        SE.TER.ENRL   817587.0      2015     3.0  
605            UIS.E.3  1563049.0      2014     4.0  
606  UIS.XGDP.23.FSGOV    2.08029      2013     7.0  
607  UIS.XGDP.56.FSGOV    2.07256      2013     8.0  
608     IT.NET.USER.P2   78.78831      2016     2.0  
609          ACC.IT.EL  1875663.0       NaN     NaN  
check 1 MYS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.09424092836249187
check 6, score entree 0 0
check 7, score sortie 0.1413613925437378 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14147595971726318
check 6, score entree 0.1413613925437378 1
check 7, score sortie 0.35357533211963255 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.9974135012558807]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9974135012558807], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.8616815931805708]
check 3 cas 1, score inves, entrée [array([0.9974135012558807], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.8616815931805708], dtype=object), array([0.9974135012558807], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.20244713626147226
check 6, score entree 0.35357533211963255 5
check 7, score sortie 0.6572460365118409 5
check fin score diff 0.09295475472182257
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.22344697685822626
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
610  Maldives       MDV                Nombre d'inscription à l'université   
611  Maldives       MDV  Dépenses du gouvernement dédiées au cycle seco...   
612  Maldives       MDV  Dépenses du gouvernement dédiées au cycle tert...   
613  Maldives       MDV                           Nb élèves accès internet   
614  Maldives       MDV               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
610        SE.TER.ENRL    6089.0      2014    11.0  
611  UIS.XGDP.23.FSGOV   1.91331      2008    12.0  
612  UIS.XGDP.56.FSGOV   0.48619      2012    12.0  
613          ACC.IT.EL    3598.0       NaN     NaN  
614     IT.NET.USER.P2  59.09259      2016     2.0  
check 1 MDV
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0006796611577257078
check 6, score entree 0 0
check 7, score sortie 0.0010194917365885618 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.1658559437897413]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1658559437897413], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.574273084464391]
check 3 cas 1, score inves, entrée [array([1.1658559437897413], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.574273084464391], dtype=object), array([1.1658559437897413], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0003883452391334569
check 6, score entree 0.0010194917365885618 3
check 7, score sortie 0.0016020095952887473 3
IT.NET.USER.P2
nope
check fin score diff 0.1870064514127066
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10395924702297774
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
615  Mali       MLI                      Nombre d'inscription au lycée   
616  Mali       MLI                           Nb élèves accès internet   
617  Mali       MLI                Nombre d'inscription à l'université   
618  Mali       MLI  Dépenses du gouvernement dédiées au cycle seco...   
619  Mali       MLI  Dépenses du gouvernement dédiées au cycle tert...   
620  Mali       MLI               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
615            UIS.E.3   313860.0      2014     5.0  
616          ACC.IT.EL    45687.0       NaN     NaN  
617        SE.TER.ENRL    97278.0      2012     9.0  
618  UIS.XGDP.23.FSGOV    1.48347      2014     7.0  
619  UIS.XGDP.56.FSGOV    0.93859      2014     7.0  
620     IT.NET.USER.P2  11.112186      2016     2.0  
check 1 MLI
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02838281003028102
check 6, score entree 0 0
check 7, score sortie 0.042574215045421526 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004931164241325805
check 6, score entree 0.042574215045421526 1
check 7, score sortie 0.04997096140741023 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.011193252559226907
check 6, score entree 0.04997096140741023 2
check 7, score sortie 0.06676084024625059 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.08587734490779086]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.08587734490779086], dtype=object), 0]
IT.NET.USER.P2
nope
check fin score diff 0.004293867245389544
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03639461861524258
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
621  Malta       MLT                           Nb élèves accès internet   
622  Malta       MLT                Nombre d'inscription à l'université   
623  Malta       MLT                      Nombre d'inscription au lycée   
624  Malta       MLT  Dépenses du gouvernement dédiées au cycle seco...   
625  Malta       MLT  Dépenses du gouvernement dédiées au cycle tert...   
626  Malta       MLT               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
621          ACC.IT.EL    23677.0       NaN     NaN  
622        SE.TER.ENRL    13216.0      2015     3.0  
623            UIS.E.3    17418.0      2014     5.0  
624  UIS.XGDP.23.FSGOV    3.14766      2012     8.0  
625  UIS.XGDP.56.FSGOV    1.49879      2012     8.0  
626     IT.NET.USER.P2  77.289395      2016     2.0  
check 1 MLT
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0025555448101619955
check 6, score entree 0 0
check 7, score sortie 0.0038333172152429933 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0015013651562178403
check 6, score entree 0.0038333172152429933 1
check 7, score sortie 0.006085364949569754 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0015449500431146534
check 6, score entree 0.006085364949569754 2
check 7, score sortie 0.008402790014241733 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.9206955163817634]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9206955163817634], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.481104331344317]
check 3 cas 1, score inves, entrée [array([1.9206955163817634], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.481104331344317], dtype=object), array([1.9206955163817634], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.270089992386304
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.16563676221288204
check 0                  PAYS CODE PAYS                          INDICATEUR_N  \
627  Marshall Islands       MHL  Nombre d'utilisateurs d'internet (%)   
628  Marshall Islands       MHL         Nombre d'inscription au lycée   
629  Marshall Islands       MHL   Nombre d'inscription à l'université   
630  Marshall Islands       MHL              Nb élèves accès internet   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
627  IT.NET.USER.P2  29.787779      2016     2.0  
628         UIS.E.3     3044.0      2009     9.0  
629     SE.TER.ENRL     1330.0      2012    13.0  
630       ACC.IT.EL     1303.0       NaN     NaN  
check 1 MHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00024362499654389288
check 6, score entree 0 1
check 7, score sortie 0.0003654374948158393 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0001309745674599498
check 6, score entree 0.0003654374948158393 2
check 7, score sortie 0.000561899346005764 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001406375337940229
check 6, score entree 0.000561899346005764 3
check 7, score sortie 0.0007728556466967984 3
check fin score diff nan
check fin score revenu entrée 3

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06399422460568019
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
631  Mauritania       MRT                           Nb élèves accès internet   
632  Mauritania       MRT                Nombre d'inscription à l'université   
633  Mauritania       MRT                      Nombre d'inscription au lycée   
634  Mauritania       MRT  Dépenses du gouvernement dédiées au cycle seco...   
635  Mauritania       MRT  Dépenses du gouvernement dédiées au cycle tert...   
636  Mauritania       MRT               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
631          ACC.IT.EL  12797.0       NaN     NaN  
632        SE.TER.ENRL  20280.0      2016     3.0  
633            UIS.E.3  50815.0      2014     5.0  
634  UIS.XGDP.23.FSGOV  0.76433      2013     8.0  
635  UIS.XGDP.56.FSGOV   0.3793      2013     9.0  
636     IT.NET.USER.P2     18.0      2016     2.0  
check 1 MRT
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0013812267996639379
check 6, score entree 0 0
check 7, score sortie 0.002071840199495907 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002315805600352598
check 6, score entree 0.002071840199495907 1
check 7, score sortie 0.005545548600024804 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004568489251429923
check 6, score entree 0.005545548600024804 2
check 7, score sortie 0.01239828247716969 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.3248987549661988]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.3248987549661988], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.6896679060508577]
check 3 cas 1, score inves, entrée [array([1.3248987549661988], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.6896679060508577], dtype=object), array([1.3248987549661988], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.15072833305085284
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07726098202723883
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
637  Mauritius       MUS                Nombre d'inscription à l'université   
638  Mauritius       MUS                      Nombre d'inscription au lycée   
639  Mauritius       MUS  Dépenses du gouvernement dédiées au cycle seco...   
640  Mauritius       MUS  Dépenses du gouvernement dédiées au cycle tert...   
641  Mauritius       MUS               Nombre d'utilisateurs d'internet (%)   
642  Mauritius       MUS                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
637        SE.TER.ENRL    37871.0      2015     3.0  
638            UIS.E.3    67825.0      2014     4.0  
639  UIS.XGDP.23.FSGOV    3.07166      2014     5.0  
640  UIS.XGDP.56.FSGOV    0.35187      2014     5.0  
641     IT.NET.USER.P2  53.226178      2016     2.0  
642          ACC.IT.EL    56258.0       NaN     NaN  
check 1 MUS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.004343951389250466
check 6, score entree 0 0
check 7, score sortie 0.006515927083875698 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00610845996536958
check 6, score entree 0.006515927083875698 1
check 7, score sortie 0.01567861703193007 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.7192804041789183]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([2.7192804041789183], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.006072130756856592
check 6, score entree 0.01567861703193007 5
check 7, score sortie 0.024786813167214955 5
check fin score diff 0.1359640202089459
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.09803209220769382
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
643  Mexico       MEX                Nombre d'inscription à l'université   
644  Mexico       MEX  Dépenses du gouvernement dédiées au cycle tert...   
645  Mexico       MEX  Dépenses du gouvernement dédiées au cycle seco...   
646  Mexico       MEX               Nombre d'utilisateurs d'internet (%)   
647  Mexico       MEX                           Nb élèves accès internet   
648  Mexico       MEX                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
643        SE.TER.ENRL  3419391.0      2014     4.0  
644  UIS.XGDP.56.FSGOV    0.93421      2011     7.0  
645  UIS.XGDP.23.FSGOV    1.58041      2011     7.0  
646     IT.NET.USER.P2  59.540446      2016     2.0  
647          ACC.IT.EL  4823805.0       NaN     NaN  
648            UIS.E.3  4682336.0      2014     4.0  
check 1 MEX
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.3942146550487306
check 6, score entree 0 0
check 7, score sortie 0.5913219825730959 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.0906058315243254]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0906058315243254], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.5016715362750306]
check 3 cas 1, score inves, entrée [array([2.0906058315243254], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.5016715362750306], dtype=object), array([2.0906058315243254], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.5206508355358992
check 6, score entree 0.5913219825730959 4
check 7, score sortie 1.3722982358769447 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.42387517361336496
check 6, score entree 1.3722982358769447 5
check 7, score sortie 2.008110996296992 5
check fin score diff 0.17961386838996782
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.5293031626993531
check 0                       PAYS CODE PAYS                          INDICATEUR_N  \
649  Micronesia, Fed. Sts.       FSM         Nombre d'inscription au lycée   
650  Micronesia, Fed. Sts.       FSM  Nombre d'utilisateurs d'internet (%)   
651  Micronesia, Fed. Sts.       FSM              Nb élèves accès internet   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
649         UIS.E.3     8117.0      2005    13.0  
650  IT.NET.USER.P2  33.352163      2016     2.0  
651       ACC.IT.EL     2707.0       NaN     NaN  
check 1 FSM
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000702900212993974
check 6, score entree 0 0
check 7, score sortie 0.001054350319490961 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00029217636529579427
check 6, score entree 0.001054350319490961 2
check 7, score sortie 0.0014926148674346523 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.042870769120730776
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
652  Moldova       MDA                Nombre d'inscription à l'université   
653  Moldova       MDA                      Nombre d'inscription au lycée   
654  Moldova       MDA  Dépenses du gouvernement dédiées au cycle seco...   
655  Moldova       MDA  Dépenses du gouvernement dédiées au cycle tert...   
656  Moldova       MDA               Nombre d'utilisateurs d'internet (%)   
657  Moldova       MDA                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
652        SE.TER.ENRL   109395.0      2015     3.0  
653            UIS.E.3    78988.0      2014     4.0  
654  UIS.XGDP.23.FSGOV    2.67495      2014     7.0  
655  UIS.XGDP.56.FSGOV    1.28686      2014     6.0  
656     IT.NET.USER.P2  70.999999      2016     2.0  
657          ACC.IT.EL   133751.0       NaN     NaN  
check 1 MDA
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.012590276180628501
check 6, score entree 0 0
check 7, score sortie 0.01888541427094275 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.007119082721378304
check 6, score entree 0.01888541427094275 1
check 7, score sortie 0.029564038353010205 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7098968317498815]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.7098968317498815], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014436232373357142
check 6, score entree 0.029564038353010205 5
check 7, score sortie 0.05121838691304592 5
check fin score diff 0.03549484158749407
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.061002814574582974
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
658  Monaco       MCO                           Nb élèves accès internet   
659  Monaco       MCO               Nombre d'utilisateurs d'internet (%)   
660  Monaco       MCO  Dépenses du gouvernement dédiées au cycle seco...   
661  Monaco       MCO                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
658          ACC.IT.EL     1281.0       NaN     NaN  
659     IT.NET.USER.P2  95.208178      2016     2.0  
660  UIS.XGDP.23.FSGOV    0.41963      2014     8.0  
661            UIS.E.3     1345.0      2014     7.0  
check 1 MCO
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00013826299369926577
check 6, score entree 0 0
check 7, score sortie 0.00020739449054889866 0
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.6726176831374735]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.6726176831374735], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 8.980899166538154e-05
check 6, score entree 0.00020739449054889866 3
check 7, score sortie 0.00034210797804697096 3
check fin score diff 0.4672617683137474
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.2058731651684669
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
662  Mongolia       MNG               Nombre d'utilisateurs d'internet (%)   
663  Mongolia       MNG                           Nb élèves accès internet   
664  Mongolia       MNG  Dépenses du gouvernement dédiées au cycle seco...   
665  Mongolia       MNG                      Nombre d'inscription au lycée   
666  Mongolia       MNG  Dépenses du gouvernement dédiées au cycle tert...   
667  Mongolia       MNG                Nombre d'inscription à l'université   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
662     IT.NET.USER.P2  22.26577      2016     4.0  
663          ACC.IT.EL   66910.0       NaN     NaN  
664  UIS.XGDP.23.FSGOV   1.40051      2011    12.0  
665            UIS.E.3  120964.0      2014     8.0  
666  UIS.XGDP.56.FSGOV   0.17642      2011    12.0  
667        SE.TER.ENRL  179540.0      2015     3.0  
check 1 MNG
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.007221839897281712
check 6, score entree 0 1
check 7, score sortie 0.010832759845922569 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.683147154627409]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.683147154627409], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.010919306747735214
check 6, score entree 0.010832759845922569 3
check 7, score sortie 0.027211719967525392 3
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.9086902877751015]
check 3 cas 1, score inves, entrée [array([0.683147154627409], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9086902877751015], dtype=object), array([0.683147154627409], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.020677609837739575
check 6, score entree 0.027211719967525392 5
check 7, score sortie 0.05822813472413475 5
check fin score diff 0.12959187212012555
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08251489507324687
check 0            PAYS CODE PAYS                          INDICATEUR_N  \
668  Montenegro       MNE              Nb élèves accès internet   
669  Montenegro       MNE   Nombre d'inscription à l'université   
670  Montenegro       MNE  Nombre d'utilisateurs d'internet (%)   
671  Montenegro       MNE         Nombre d'inscription au lycée   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
668       ACC.IT.EL    37142.0       NaN     NaN  
669     SE.TER.ENRL    23786.0      2010     8.0  
670  IT.NET.USER.P2  69.881647      2016     2.0  
671         UIS.E.3    29364.0      2015     5.0  
check 1 MNE
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004008871281794012
check 6, score entree 0 0
check 7, score sortie 0.006013306922691019 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0027200281650661406
check 6, score entree 0.006013306922691019 1
check 7, score sortie 0.01009334917029023 1
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.002626460339923774
check 6, score entree 0.01009334917029023 3
check 7, score sortie 0.014033039680175892 3
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06681554035748424
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
672  Morocco       MAR               Nombre d'utilisateurs d'internet (%)   
673  Morocco       MAR  Dépenses du gouvernement dédiées au cycle tert...   
674  Morocco       MAR  Dépenses du gouvernement dédiées au cycle seco...   
675  Morocco       MAR                      Nombre d'inscription au lycée   
676  Morocco       MAR                Nombre d'inscription à l'université   
677  Morocco       MAR                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
672     IT.NET.USER.P2  58.271236      2016     2.0  
673  UIS.XGDP.56.FSGOV    1.06177      2009    13.0  
674  UIS.XGDP.23.FSGOV    2.70108      2013     5.0  
675            UIS.E.3   983515.0      2013     5.0  
676        SE.TER.ENRL   877404.0      2015     3.0  
677          ACC.IT.EL  1084380.0       NaN     NaN  
check 1 MAR
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.9528964126504027]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9528964126504027], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.9528964126504027], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.9528964126504027], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08900885873358855
check 6, score entree 0 3
check 7, score sortie 0.13351328810038282 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.10113750028304805
check 6, score entree 0.13351328810038282 4
check 7, score sortie 0.2852195385249549 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11704108127057755
check 6, score entree 0.2852195385249549 5
check 7, score sortie 0.46078116043082123 5
check fin score diff 0.04764482063252014
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.15072893214113647
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
678  Mozambique       MOZ               Nombre d'utilisateurs d'internet (%)   
679  Mozambique       MOZ  Dépenses du gouvernement dédiées au cycle tert...   
680  Mozambique       MOZ  Dépenses du gouvernement dédiées au cycle seco...   
681  Mozambique       MOZ                      Nombre d'inscription au lycée   
682  Mozambique       MOZ                Nombre d'inscription à l'université   
683  Mozambique       MOZ                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
678     IT.NET.USER.P2  17.521239      2016     2.0  
679  UIS.XGDP.56.FSGOV    0.88718      2013    11.0  
680  UIS.XGDP.23.FSGOV    1.98316      2013    11.0  
681            UIS.E.3   163305.0      2014     4.0  
682        SE.TER.ENRL   174802.0      2015     3.0  
683          ACC.IT.EL    59240.0       NaN     NaN  
check 1 MOZ
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.141377863265981]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.141377863265981], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.141377863265981], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.141377863265981], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014752575413162553
check 6, score entree 0 3
check 7, score sortie 0.02212886311974383 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02013134443225961
check 6, score entree 0.02212886311974383 4
check 7, score sortie 0.05232587976813324 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0063939888733368505
check 6, score entree 0.05232587976813324 5
check 7, score sortie 0.06191686307813852 5
check fin score diff 0.007068893163299051
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.035954416221582464
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
684  Myanmar       MMR  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
685  Myanmar       MMR   Nombre d'inscription à l'université     SE.TER.ENRL   
686  Myanmar       MMR              Nb élèves accès internet       ACC.IT.EL   
687  Myanmar       MMR         Nombre d'inscription au lycée         UIS.E.3   

           MAJ ANNÉE_MAJ  NB_NAN  
684  25.073304      2016     2.0  
685   634306.0      2012    11.0  
686   331687.0       NaN     NaN  
687   688566.0      2014     7.0  
check 1 MMR
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07310963461370044
check 6, score entree 0 1
check 7, score sortie 0.10966445192055066 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03580018547316813
check 6, score entree 0.10966445192055066 2
check 7, score sortie 0.16336473013030284 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0623061649002089
check 6, score entree 0.16336473013030284 3
check 7, score sortie 0.2568239774806162 3
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 0.1
check S, cas 1 0.07591999520864175
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
688  Namibia       NAM                      Nombre d'inscription au lycée   
689  Namibia       NAM                Nombre d'inscription à l'université   
690  Namibia       NAM  Dépenses du gouvernement dédiées au cycle seco...   
691  Namibia       NAM  Dépenses du gouvernement dédiées au cycle tert...   
692  Namibia       NAM               Nombre d'utilisateurs d'internet (%)   
693  Namibia       NAM                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
688            UIS.E.3    33714.0      2007    11.0  
689        SE.TER.ENRL    19707.0      2008    11.0  
690  UIS.XGDP.23.FSGOV    1.96579      2010    11.0  
691  UIS.XGDP.56.FSGOV    1.92755      2010    11.0  
692     IT.NET.USER.P2  31.033346      2016     2.0  
693          ACC.IT.EL    16579.0       NaN     NaN  
check 1 NAM
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0030202800110370903
check 6, score entree 0 0
check 7, score sortie 0.004530420016555636 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002249741844054578
check 6, score entree 0.004530420016555636 1
check 7, score sortie 0.007905032782637503 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.112916340692469]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.112916340692469], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.018229607997693]
check 3 cas 1, score inves, entrée [array([1.112916340692469], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.018229607997693], dtype=object), array([1.112916340692469], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017894318286808177
check 6, score entree 0.007905032782637503 5
check 7, score sortie 0.010589180525658728 5
check fin score diff 0.1065572974345081
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.0887545697787589
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
694  Nepal       NPL               Nombre d'utilisateurs d'internet (%)   
695  Nepal       NPL  Dépenses du gouvernement dédiées au cycle tert...   
696  Nepal       NPL                           Nb élèves accès internet   
697  Nepal       NPL                Nombre d'inscription à l'université   
698  Nepal       NPL                      Nombre d'inscription au lycée   
699  Nepal       NPL  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
694     IT.NET.USER.P2  19.688764      2016     2.0  
695  UIS.XGDP.56.FSGOV     0.5379      2014    10.0  
696          ACC.IT.EL   351707.0       NaN     NaN  
697        SE.TER.ENRL   445324.0      2015     4.0  
698            UIS.E.3  1341007.0      2015     3.0  
699  UIS.XGDP.23.FSGOV    1.66403      2014    11.0  
check 1 NPL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.5184487390295893]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.5184487390295893], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03796101695939709
check 6, score entree 0 2
check 7, score sortie 0.056941525439095635 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.051321046842823466
check 6, score entree 0.056941525439095635 3
check 7, score sortie 0.13392309570333083 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.12137377410500043
check 6, score entree 0.13392309570333083 4
check 7, score sortie 0.31598375686083147 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.5184487390295893], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.5184487390295893], dtype=object)]
check fin score diff 0.025922436951479468
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.09402259442815125
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
700  Netherlands       NLD                Nombre d'inscription à l'université   
701  Netherlands       NLD                      Nombre d'inscription au lycée   
702  Netherlands       NLD  Dépenses du gouvernement dédiées au cycle seco...   
703  Netherlands       NLD               Nombre d'utilisateurs d'internet (%)   
704  Netherlands       NLD  Dépenses du gouvernement dédiées au cycle tert...   
705  Netherlands       NLD                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
700        SE.TER.ENRL   842601.0      2015     5.0  
701            UIS.E.3   746415.0      2014     4.0  
702  UIS.XGDP.23.FSGOV    2.28231      2013     5.0  
703     IT.NET.USER.P2  90.410959      2016     2.0  
704  UIS.XGDP.56.FSGOV    1.62299      2013     5.0  
705          ACC.IT.EL  1436645.0       NaN     NaN  
check 1 NLD
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.09712490532591016
check 6, score entree 0 0
check 7, score sortie 0.14568735798886523 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06754342332646963
check 6, score entree 0.14568735798886523 1
check 7, score sortie 0.2470024929785697 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.7936242768378237]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7936242768378237], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.3470222261585567]
check 3 cas 1, score inves, entrée [array([2.7936242768378237], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3470222261585567], dtype=object), array([2.7936242768378237], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.15506232520146893
check 6, score entree 0.2470024929785697 5
check 7, score sortie 0.4795959807807731 5
check fin score diff 0.30703232514981904
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.27375070338948765
check 0               PAYS CODE PAYS                          INDICATEUR_N  \
707  New Caledonia       NCL  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
707  IT.NET.USER.P2  74.001753      2015     3.0  
check 1 NCL
check 2, liste indic ['IT.NET.USER.P2']
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10638297872340426
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
708  New Zealand       NZL                Nombre d'inscription à l'université   
709  New Zealand       NZL                           Nb élèves accès internet   
710  New Zealand       NZL               Nombre d'utilisateurs d'internet (%)   
711  New Zealand       NZL  Dépenses du gouvernement dédiées au cycle tert...   
712  New Zealand       NZL  Dépenses du gouvernement dédiées au cycle seco...   
713  New Zealand       NZL                      Nombre d'inscription au lycée   

            INDICATEUR           MAJ ANNÉE_MAJ  NB_NAN  
708        SE.TER.ENRL  270074.21875      2015     3.0  
709          ACC.IT.EL      459504.0       NaN     NaN  
710     IT.NET.USER.P2     88.470186      2016     2.0  
711  UIS.XGDP.56.FSGOV       1.60736      2014     5.0  
712  UIS.XGDP.23.FSGOV       2.46766      2014     5.0  
713            UIS.E.3  249314.03125      2014     4.0  
check 1 NZL
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03111570855350166
check 6, score entree 0 0
check 7, score sortie 0.046673562830252494 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04959593962278488
check 6, score entree 0.046673562830252494 1
check 7, score sortie 0.1210674722644298 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.3638958529137746]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3638958529137746], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.606651037141349]
check 3 cas 1, score inves, entrée [array([3.3638958529137746], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.606651037141349], dtype=object), array([3.3638958529137746], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.022539253206185526
check 6, score entree 0.1210674722644298 5
check 7, score sortie 0.1548763520737081 5
check fin score diff 0.2985273445027562
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20285185033541792
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
714  Nicaragua       NIC                      Nombre d'inscription au lycée   
715  Nicaragua       NIC               Nombre d'utilisateurs d'internet (%)   
716  Nicaragua       NIC  Dépenses du gouvernement dédiées au cycle tert...   
717  Nicaragua       NIC                           Nb élèves accès internet   
718  Nicaragua       NIC  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
714            UIS.E.3   145662.0      2010     9.0  
715     IT.NET.USER.P2  24.571834      2016     2.0  
716  UIS.XGDP.56.FSGOV    1.17038      2010    13.0  
717          ACC.IT.EL    35792.0       NaN     NaN  
718  UIS.XGDP.23.FSGOV    0.59457      2010    11.0  
check 1 NIC
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01315529714708158
check 6, score entree 0 0
check 7, score sortie 0.01973294572062237 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.8356446929291526]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8356446929291526], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.003863160866888463
check 6, score entree 0.01973294572062237 3
check 7, score sortie 0.025527687020955064 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.496145565209125]
check 3 cas 1, score inves, entrée [array([0.8356446929291526], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.496145565209125], dtype=object), array([0.8356446929291526], dtype=object)]
check fin score diff 0.11658951290691388
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07279089360167423
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
719  Niger       NER                      Nombre d'inscription au lycée   
720  Niger       NER                Nombre d'inscription à l'université   
721  Niger       NER  Dépenses du gouvernement dédiées au cycle tert...   
722  Niger       NER               Nombre d'utilisateurs d'internet (%)   
723  Niger       NER                           Nb élèves accès internet   
724  Niger       NER  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
719            UIS.E.3  106411.0      2014     4.0  
720        SE.TER.ENRL   21764.0      2012     6.0  
721  UIS.XGDP.56.FSGOV   0.94338      2014     5.0  
722     IT.NET.USER.P2  4.322758      2016     2.0  
723          ACC.IT.EL    5541.0       NaN     NaN  
724  UIS.XGDP.23.FSGOV   1.97375      2014     5.0  
check 1 NER
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.009601776248031286
check 6, score entree 0 0
check 7, score sortie 0.014402664372046929 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0024869026585485187
check 6, score entree 0.014402664372046929 1
check 7, score sortie 0.018133018359869708 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.08070621418594015]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.08070621418594015], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0005980603029567773
check 6, score entree 0.018133018359869708 4
check 7, score sortie 0.019030108814304874 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.08070621418594015], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.08070621418594015], dtype=object)]
check fin score diff 0.004035310709297008
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.026184131813532317
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
725  Nigeria       NGA  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
726  Nigeria       NGA   Nombre d'inscription à l'université     SE.TER.ENRL   
727  Nigeria       NGA         Nombre d'inscription au lycée         UIS.E.3   
728  Nigeria       NGA              Nb élèves accès internet       ACC.IT.EL   

           MAJ ANNÉE_MAJ  NB_NAN  
725      25.67      2016     2.0  
726  1513371.0      2011    11.0  
727  4046541.0      2010     8.0  
728  1427229.0       NaN     NaN  
check 1 NGA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.17446100621949337
check 6, score entree 0 1
check 7, score sortie 0.26169150932924007 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.3663145810167004
check 6, score entree 0.26169150932924007 2
check 7, score sortie 0.8111633808542906 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1540460220409129
check 6, score entree 0.8111633808542906 3
check 7, score sortie 1.04223241391566 3
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.2643047689182255
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
729  Norway       NOR  Dépenses du gouvernement dédiées au cycle seco...   
730  Norway       NOR                      Nombre d'inscription au lycée   
731  Norway       NOR               Nombre d'utilisateurs d'internet (%)   
732  Norway       NOR  Dépenses du gouvernement dédiées au cycle tert...   
733  Norway       NOR                           Nb élèves accès internet   
734  Norway       NOR                Nombre d'inscription à l'université   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
729  UIS.XGDP.23.FSGOV    2.27506      2011     7.0  
730            UIS.E.3   249882.0      2014     4.0  
731     IT.NET.USER.P2  97.298204      2016     2.0  
732  UIS.XGDP.56.FSGOV    1.92986      2011     7.0  
733          ACC.IT.EL   504115.0       NaN     NaN  
734        SE.TER.ENRL   268231.0      2015     3.0  
check 1 NOR
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.8009378436708503]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.8009378436708503], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02259067326741027
check 6, score entree 0 1
check 7, score sortie 0.033886009901115406 1
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.015735769511617]
check 3 cas 1, score inves, entrée [array([2.8009378436708503], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.015735769511617], dtype=object), array([2.8009378436708503], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.054410967266748926
check 6, score entree 0.033886009901115406 4
check 7, score sortie 0.1155024608012388 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030903195544245216
check 6, score entree 0.1155024608012388 5
check 7, score sortie 0.16185725411760662 5
check fin score diff 0.29083368065912335
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20270019888866597
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
735  Oman       OMN  Dépenses du gouvernement dédiées au cycle seco...   
736  Oman       OMN                      Nombre d'inscription au lycée   
737  Oman       OMN                Nombre d'inscription à l'université   
738  Oman       OMN               Nombre d'utilisateurs d'internet (%)   
739  Oman       OMN  Dépenses du gouvernement dédiées au cycle tert...   
740  Oman       OMN                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
735  UIS.XGDP.23.FSGOV    1.60974      2013     9.0  
736            UIS.E.3    93453.0      2014     5.0  
737        SE.TER.ENRL   126947.0      2015     4.0  
738     IT.NET.USER.P2  69.815213      2016     2.0  
739  UIS.XGDP.56.FSGOV    1.12581      2009    12.0  
740          ACC.IT.EL   153872.0       NaN     NaN  
check 1 OMN
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.472084648240834]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.472084648240834], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00842864629440224
check 6, score entree 0 1
check 7, score sortie 0.01264296944160336 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.014613925483495613
check 6, score entree 0.01264296944160336 2
check 7, score sortie 0.03456385766684678 2
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.8837609243860562]
check 3 cas 1, score inves, entrée [array([3.472084648240834], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.8837609243860562], dtype=object), array([3.472084648240834], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.016607965157293854
check 6, score entree 0.03456385766684678 5
check 7, score sortie 0.05947580540278756 5
check fin score diff 0.36779227863134456
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1972910817093898
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
741  Pakistan       PAK               Nombre d'utilisateurs d'internet (%)   
742  Pakistan       PAK                           Nb élèves accès internet   
743  Pakistan       PAK  Dépenses du gouvernement dédiées au cycle tert...   
744  Pakistan       PAK  Dépenses du gouvernement dédiées au cycle seco...   
745  Pakistan       PAK                      Nombre d'inscription au lycée   
746  Pakistan       PAK                Nombre d'inscription à l'université   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
741     IT.NET.USER.P2  15.514558      2016     2.0  
742          ACC.IT.EL  1039076.0       NaN     NaN  
743  UIS.XGDP.56.FSGOV    0.55065      2014    12.0  
744  UIS.XGDP.23.FSGOV    0.82333      2014    12.0  
745            UIS.E.3  4825847.0      2014     4.0  
746        SE.TER.ENRL  1871575.0      2015     4.0  
check 1 PAK
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.11215125561362865
check 6, score entree 0 1
check 7, score sortie 0.16822688342044298 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.5046842382927916]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.5046842382927916], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.2653820765362516]
check 3 cas 1, score inves, entrée [array([1.5046842382927916], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2653820765362516], dtype=object), array([1.5046842382927916], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.43686769196305303
check 6, score entree 0.16822688342044298 4
check 7, score sortie 0.8235284213650226 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2157599621723313
check 6, score entree 0.8235284213650226 5
check 7, score sortie 1.1471683646235196 5
check fin score diff 0.13850331574145217
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.31610035752446203
check 0       PAYS CODE PAYS                         INDICATEUR_N   INDICATEUR  \
747  Palau       PLW        Nombre d'inscription au lycée      UIS.E.3   
748  Palau       PLW  Nombre d'inscription à l'université  SE.TER.ENRL   

        MAJ ANNÉE_MAJ  NB_NAN  
747  1117.0      2014     9.0  
748   863.0      2013    13.0  
check 1 PLW
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 6.916740890358014e-05
check 6, score entree 0 0
check 7, score sortie 0.00010375111335537022 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 7.713202960449509e-05
check 6, score entree 0.00010375111335537022 1
check 7, score sortie 0.00021944915776211287 1
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06387647854420471
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
750  Panama       PAN                           Nb élèves accès internet   
751  Panama       PAN                Nombre d'inscription à l'université   
752  Panama       PAN                      Nombre d'inscription au lycée   
753  Panama       PAN  Dépenses du gouvernement dédiées au cycle seco...   
754  Panama       PAN  Dépenses du gouvernement dédiées au cycle tert...   
755  Panama       PAN               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
750          ACC.IT.EL  130396.0       NaN     NaN  
751        SE.TER.ENRL  124375.0      2013     5.0  
752            UIS.E.3  117100.0      2013     5.0  
753  UIS.XGDP.23.FSGOV   0.73863      2011    12.0  
754  UIS.XGDP.56.FSGOV   0.74219      2012    12.0  
755     IT.NET.USER.P2      54.0      2016     2.0  
check 1 PAN
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014074115008906684
check 6, score entree 0 0
check 7, score sortie 0.021111172513360026 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01431738799449298
check 6, score entree 0.021111172513360026 1
check 7, score sortie 0.042587254505099495 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.010569486239877317
check 6, score entree 0.042587254505099495 2
check 7, score sortie 0.058441483864915475 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.3508238690708225]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.3508238690708225], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.2979041287434265]
check 3 cas 1, score inves, entrée [array([2.3508238690708225], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.2979041287434265], dtype=object), array([2.3508238690708225], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.23243639989071246
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1257186986714102
check 0                  PAYS CODE PAYS                          INDICATEUR_N  \
756  Papua New Guinea       PNG              Nb élèves accès internet   
757  Papua New Guinea       PNG         Nombre d'inscription au lycée   
758  Papua New Guinea       PNG  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
756       ACC.IT.EL   13019.0       NaN     NaN  
757         UIS.E.3  135597.0      2012    13.0  
758  IT.NET.USER.P2  9.601538      2016     2.0  
check 1 PNG
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0014051880678928503
check 6, score entree 0 0
check 7, score sortie 0.0021077821018392756 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01224407990805732
check 6, score entree 0.0021077821018392756 1
check 7, score sortie 0.020473901963925255 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04690934084338835
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
759  Paraguay       PRY  Dépenses du gouvernement dédiées au cycle tert...   
760  Paraguay       PRY                      Nombre d'inscription au lycée   
761  Paraguay       PRY               Nombre d'utilisateurs d'internet (%)   
762  Paraguay       PRY                Nombre d'inscription à l'université   
763  Paraguay       PRY                           Nb élèves accès internet   
764  Paraguay       PRY  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
759  UIS.XGDP.56.FSGOV     1.1116      2012    10.0  
760            UIS.E.3   282861.0      2012     6.0  
761     IT.NET.USER.P2  51.349874      2016     2.0  
762        SE.TER.ENRL   225211.0      2010     9.0  
763          ACC.IT.EL   260895.0       NaN     NaN  
764  UIS.XGDP.23.FSGOV    1.63739      2012    10.0  
check 1 PRY
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.8991015444302568]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.8991015444302568], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02557636957399557
check 6, score entree 0 1
check 7, score sortie 0.038364554360993355 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.025943225568781272
check 6, score entree 0.038364554360993355 3
check 7, score sortie 0.07727939271416526 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.02815934718280246
check 6, score entree 0.07727939271416526 4
check 7, score sortie 0.11951841348836895 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.44419249034207886]
check 3 cas 1, score inves, entrée [array([0.8991015444302568], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44419249034207886], dtype=object), array([0.8991015444302568], dtype=object)]
check fin score diff 0.06716470173861679
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08227300323978419
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
765  Peru       PER               Nombre d'utilisateurs d'internet (%)   
766  Peru       PER  Dépenses du gouvernement dédiées au cycle tert...   
767  Peru       PER  Dépenses du gouvernement dédiées au cycle seco...   
768  Peru       PER                           Nb élèves accès internet   
769  Peru       PER                Nombre d'inscription à l'université   
770  Peru       PER                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
765     IT.NET.USER.P2  45.461741      2016     2.0  
766  UIS.XGDP.56.FSGOV    0.52083      2014     4.0  
767  UIS.XGDP.23.FSGOV    1.12505      2014     4.0  
768          ACC.IT.EL   969279.0       NaN     NaN  
769        SE.TER.ENRL  1150620.0      2010    11.0  
770            UIS.E.3   981455.0      2014     4.0  
check 1 PER
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.53687692879402]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.53687692879402], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.9610196435913871]
check 3 cas 1, score inves, entrée [array([2.53687692879402], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.9610196435913871], dtype=object), array([2.53687692879402], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.1046178112957304
check 6, score entree 0 3
check 7, score sortie 0.1569267169435956 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.13263780611327483
check 6, score entree 0.1569267169435956 4
check 7, score sortie 0.3558834261135079 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08882236022267052
check 6, score entree 0.3558834261135079 5
check 7, score sortie 0.4891169664475137 5
check fin score diff 0.22489482861927038
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2157471904397413
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
771  Philippines       PHL               Nombre d'utilisateurs d'internet (%)   
772  Philippines       PHL  Dépenses du gouvernement dédiées au cycle tert...   
773  Philippines       PHL  Dépenses du gouvernement dédiées au cycle seco...   
774  Philippines       PHL                           Nb élèves accès internet   
775  Philippines       PHL                Nombre d'inscription à l'université   
776  Philippines       PHL                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
771     IT.NET.USER.P2       55.5      2016     2.0  
772  UIS.XGDP.56.FSGOV    0.31722      2009    10.0  
773  UIS.XGDP.23.FSGOV    0.78776      2009    10.0  
774          ACC.IT.EL  2849367.0       NaN     NaN  
775        SE.TER.ENRL  3563396.0      2014     5.0  
776            UIS.E.3  1570599.0      2013     8.0  
check 1 PHL
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7566873701719659]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7566873701719659], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.3012635648383237]
check 3 cas 1, score inves, entrée [array([1.7566873701719659], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.3012635648383237], dtype=object), array([1.7566873701719659], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.30754255391717084
check 6, score entree 0 3
check 7, score sortie 0.4613138308757563 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.4108176414810106
check 6, score entree 0.4613138308757563 4
check 7, score sortie 1.0775402930972722 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14215948581310353
check 6, score entree 1.0775402930972722 5
check 7, score sortie 1.2907795218169276 5
check fin score diff 0.15289754675051448
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.34971852522711533
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
777  Poland       POL                Nombre d'inscription à l'université   
778  Poland       POL                      Nombre d'inscription au lycée   
779  Poland       POL  Dépenses du gouvernement dédiées au cycle seco...   
780  Poland       POL  Dépenses du gouvernement dédiées au cycle tert...   
781  Poland       POL               Nombre d'utilisateurs d'internet (%)   
782  Poland       POL                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
777        SE.TER.ENRL  1762666.0      2014     4.0  
778            UIS.E.3  1589524.0      2013     5.0  
779  UIS.XGDP.23.FSGOV    1.63423      2012     6.0  
780  UIS.XGDP.56.FSGOV    1.12566      2012     6.0  
781     IT.NET.USER.P2    73.3007      2016     2.0  
782          ACC.IT.EL  2457179.0       NaN     NaN  
check 1 POL
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.20320335198967665
check 6, score entree 0 0
check 7, score sortie 0.304805027984515 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14387282771559076
check 6, score entree 0.304805027984515 1
check 7, score sortie 0.5206142695579011 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.4473801655305056]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.4473801655305056], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.883922950531896]
check 3 cas 1, score inves, entrée [array([3.4473801655305056], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.883922950531896], dtype=object), array([3.4473801655305056], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.26521227524978
check 6, score entree 0.5206142695579011 5
check 7, score sortie 0.9184326824325711 5
check fin score diff 0.3665651558031201
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.37978677409270023
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
783  Portugal       PRT                           Nb élèves accès internet   
784  Portugal       PRT               Nombre d'utilisateurs d'internet (%)   
785  Portugal       PRT                      Nombre d'inscription au lycée   
786  Portugal       PRT                Nombre d'inscription à l'université   
787  Portugal       PRT  Dépenses du gouvernement dédiées au cycle seco...   
788  Portugal       PRT  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
783          ACC.IT.EL   508963.0       NaN     NaN  
784     IT.NET.USER.P2  70.423567      2016     2.0  
785            UIS.E.3   385210.0      2014     4.0  
786        SE.TER.ENRL   337507.0      2015     3.0  
787  UIS.XGDP.23.FSGOV    2.23856      2011     7.0  
788  UIS.XGDP.56.FSGOV     1.0088      2011     7.0  
check 1 PRT
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05493422955672085
check 6, score entree 0 0
check 7, score sortie 0.08240134433508128 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03484235796911667
check 6, score entree 0.08240134433508128 2
check 7, score sortie 0.1346648812887563 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03889033826902997
check 6, score entree 0.1346648812887563 3
check 7, score sortie 0.19300038869230127 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.8377574883024312]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.8377574883024312], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.010080960501287]
check 3 cas 1, score inves, entrée [array([2.8377574883024312], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.010080960501287], dtype=object), array([2.8377574883024312], dtype=object)]
check fin score diff 0.3423919224401859
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22029623641116747
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
789  Puerto Rico       PRI                Nombre d'inscription à l'université   
790  Puerto Rico       PRI                      Nombre d'inscription au lycée   
791  Puerto Rico       PRI  Dépenses du gouvernement dédiées au cycle seco...   
792  Puerto Rico       PRI  Dépenses du gouvernement dédiées au cycle tert...   
793  Puerto Rico       PRI               Nombre d'utilisateurs d'internet (%)   
794  Puerto Rico       PRI                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
789        SE.TER.ENRL  241168.0      2014     6.0  
790            UIS.E.3  126380.0      2013     9.0  
791  UIS.XGDP.23.FSGOV   1.50395      2013    13.0  
792  UIS.XGDP.56.FSGOV   2.46251      2013    13.0  
793     IT.NET.USER.P2     80.32      2016     2.0  
794          ACC.IT.EL  295214.0       NaN     NaN  
check 1 PRI
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02778298012244185
check 6, score entree 0 0
check 7, score sortie 0.04167447018366278 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011409634871585726
check 6, score entree 0.04167447018366278 1
check 7, score sortie 0.05878892249104137 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.578801178350319]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.578801178350319], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.440704720559694]
check 3 cas 1, score inves, entrée [array([3.578801178350319], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.440704720559694], dtype=object), array([3.578801178350319], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03186352179698287
check 6, score entree 0.05878892249104137 5
check 7, score sortie 0.10658420518651567 5
check fin score diff 0.3009752949455007
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19309776598553538
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
795  Qatar       QAT                           Nb élèves accès internet   
796  Qatar       QAT               Nombre d'utilisateurs d'internet (%)   
797  Qatar       QAT                Nombre d'inscription à l'université   
798  Qatar       QAT                      Nombre d'inscription au lycée   
799  Qatar       QAT  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
795          ACC.IT.EL    64926.0       NaN     NaN  
796     IT.NET.USER.P2  94.291118      2016     2.0  
797        SE.TER.ENRL    27866.0      2015     3.0  
798            UIS.E.3    40991.0      2014     4.0  
799  UIS.XGDP.23.FSGOV    0.50312      2009    13.0  
check 1 QAT
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00700769955419089
check 6, score entree 0 0
check 7, score sortie 0.010511549331286335 0
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0031904297805913123
check 6, score entree 0.010511549331286335 2
check 7, score sortie 0.015297194002173303 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0036790905275179185
check 6, score entree 0.015297194002173303 3
check 7, score sortie 0.02081582979345018 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.58839646187054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.58839646187054], dtype=object)]
check fin score diff 0.4588396461870541
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20843733531500092
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
800  Romania       ROU                      Nombre d'inscription au lycée   
801  Romania       ROU                           Nb élèves accès internet   
802  Romania       ROU                Nombre d'inscription à l'université   
803  Romania       ROU  Dépenses du gouvernement dédiées au cycle seco...   
804  Romania       ROU  Dépenses du gouvernement dédiées au cycle tert...   
805  Romania       ROU               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
800            UIS.E.3   803109.0      2014     4.0  
801          ACC.IT.EL   800187.0       NaN     NaN  
802        SE.TER.ENRL   541653.0      2015     3.0  
803  UIS.XGDP.23.FSGOV    1.12129      2013     7.0  
804  UIS.XGDP.56.FSGOV    0.71542      2013     7.0  
805     IT.NET.USER.P2  59.503951      2016     2.0  
check 1 ROU
check 2, liste indic ['UIS.E.3', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07267611584005547
check 6, score entree 0 0
check 7, score sortie 0.10901417376008321 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.08636709612742732
check 6, score entree 0.10901417376008321 1
check 7, score sortie 0.2385648179512242 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.062427252044275496
check 6, score entree 0.2385648179512242 2
check 7, score sortie 0.33220569601763744 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.9648125537739056]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.9648125537739056], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.3268041107822053]
check 3 cas 1, score inves, entrée [array([1.9648125537739056], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.3268041107822053], dtype=object), array([1.9648125537739056], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.21458083322780555
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.18016734664796658
check 0                    PAYS CODE PAYS  \
806  Russian Federation       RUS   
807  Russian Federation       RUS   
808  Russian Federation       RUS   
809  Russian Federation       RUS   
810  Russian Federation       RUS   

                                          INDICATEUR_N         INDICATEUR  \
806               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
807                           Nb élèves accès internet          ACC.IT.EL   
808  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
809                Nombre d'inscription à l'université        SE.TER.ENRL   
810                      Nombre d'inscription au lycée            UIS.E.3   

           MAJ ANNÉE_MAJ  NB_NAN  
806  76.409085      2016     2.0  
807  7194237.0       NaN     NaN  
808    0.87879      2012    10.0  
809  6592416.0      2015     4.0  
810  2823004.0      2014     5.0  
check 1 RUS
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.7765001912584113
check 6, score entree 0 1
check 7, score sortie 1.164750286887617 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.150435369337281]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.150435369337281], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.7600470290932793
check 6, score entree 1.164750286887617 3
check 7, score sortie 2.304820830527536 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.25554379045693637
check 6, score entree 2.304820830527536 4
check 7, score sortie 2.6881365162129405 4
check fin score diff 0.4150435369337281
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.7666340538609933
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
811  Rwanda       RWA  Dépenses du gouvernement dédiées au cycle tert...   
812  Rwanda       RWA  Dépenses du gouvernement dédiées au cycle seco...   
813  Rwanda       RWA                      Nombre d'inscription au lycée   
814  Rwanda       RWA                Nombre d'inscription à l'université   
815  Rwanda       RWA                           Nb élèves accès internet   
816  Rwanda       RWA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
811  UIS.XGDP.56.FSGOV   0.70502      2013     7.0  
812  UIS.XGDP.23.FSGOV   2.09734      2013     8.0  
813            UIS.E.3  227637.0      2014     4.0  
814        SE.TER.ENRL   81983.0      2016     2.0  
815          ACC.IT.EL   61924.0       NaN     NaN  
816     IT.NET.USER.P2      20.0      2016     3.0  
check 1 RWA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL', 'IT.NET.USER.P2']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.3380315960893837]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.3380315960893837], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.3380315960893837], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.3380315960893837], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.020576760949268726
check 6, score entree 0 2
check 7, score sortie 0.03086514142390309 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.009429822973575558
check 6, score entree 0.03086514142390309 3
check 7, score sortie 0.04500987588426643 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0066836827648972166
check 6, score entree 0.04500987588426643 4
check 7, score sortie 0.05503540003161225 4
IT.NET.USER.P2
nope
check fin score diff 0.016901579804469186
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03658233613533648
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
817  Samoa       WSM         Nombre d'inscription au lycée         UIS.E.3   
818  Samoa       WSM  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
819  Samoa       WSM              Nb élèves accès internet       ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
817   17137.0      2014     6.0  
818  29.41173      2016     2.0  
819    5040.0       NaN     NaN  
check 1 WSM
check 2, liste indic ['UIS.E.3', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0015195101976933102
check 6, score entree 0 0
check 7, score sortie 0.0022792652965399653 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0005439855489807178
check 6, score entree 0.0022792652965399653 2
check 7, score sortie 0.0030952436200110418 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04321175396170448
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
820  San Marino       SMR                Nombre d'inscription à l'université   
821  San Marino       SMR                           Nb élèves accès internet   
822  San Marino       SMR                      Nombre d'inscription au lycée   
823  San Marino       SMR  Dépenses du gouvernement dédiées au cycle seco...   
824  San Marino       SMR  Dépenses du gouvernement dédiées au cycle tert...   
825  San Marino       SMR               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
820        SE.TER.ENRL    872.0      2012    10.0  
821          ACC.IT.EL   1156.0       NaN     NaN  
822            UIS.E.3   1458.0      2012     9.0  
823  UIS.XGDP.23.FSGOV  0.85245      2011    12.0  
824  UIS.XGDP.56.FSGOV  0.25651      2011    12.0  
825     IT.NET.USER.P2     49.6      2011     8.0  
check 1 SMR
check 2, liste indic ['SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 7.816968022697708e-05
check 6, score entree 0 0
check 7, score sortie 0.00011725452034046563 0
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00012477128861541862
check 6, score entree 0.00011725452034046563 1
check 7, score sortie 0.0003044114532635935 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00010003924978855506
check 6, score entree 0.0003044114532635935 2
check 7, score sortie 0.0004544703279464261 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.236007014737314]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.236007014737314], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.822227847021862]
check 3 cas 1, score inves, entrée [array([4.236007014737314], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.822227847021862], dtype=object), array([4.236007014737314], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.45291174308795884
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20284387519487346
check 0                       PAYS CODE PAYS  \
826  Sao Tome and Principe       STP   
827  Sao Tome and Principe       STP   
828  Sao Tome and Principe       STP   
829  Sao Tome and Principe       STP   
830  Sao Tome and Principe       STP   
831  Sao Tome and Principe       STP   

                                          INDICATEUR_N         INDICATEUR  \
826                Nombre d'inscription à l'université        SE.TER.ENRL   
827                      Nombre d'inscription au lycée            UIS.E.3   
828  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
829  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
830               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
831                           Nb élèves accès internet          ACC.IT.EL   

         MAJ ANNÉE_MAJ  NB_NAN  
826   2336.0      2015     9.0  
827   7446.0      2015     4.0  
828   0.8765      2014    11.0  
829  0.37221      2014    11.0  
830     28.0      2016     2.0  
831   2739.0       NaN     NaN  
check 1 STP
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00024696084815071525
check 6, score entree 0 0
check 7, score sortie 0.00037044127222607285 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0006421523970590235
check 6, score entree 0.00037044127222607285 1
check 7, score sortie 0.001333669867814608 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.211746387056437]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.211746387056437], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.6973220327625234]

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

check 3 cas 1, score inves, entrée [array([1.211746387056437], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.6973220327625234], dtype=object), array([1.211746387056437], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00029563024179725915
check 6, score entree 0.001333669867814608 5
check 7, score sortie 0.0017771152305104967 5
check fin score diff 0.14545342099094802
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.07387883749392733
check 0              PAYS CODE PAYS  \
832  Saudi Arabia       SAU   
833  Saudi Arabia       SAU   
834  Saudi Arabia       SAU   
835  Saudi Arabia       SAU   
836  Saudi Arabia       SAU   

                                          INDICATEUR_N         INDICATEUR  \
832                      Nombre d'inscription au lycée            UIS.E.3   
833                Nombre d'inscription à l'université        SE.TER.ENRL   
834  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
835               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
836                           Nb élèves accès internet          ACC.IT.EL   

           MAJ ANNÉE_MAJ  NB_NAN  
832  1678613.0      2014     9.0  
833  1527769.0      2015     3.0  
834     1.9752      2007    13.0  
835  73.750904      2016     2.0  
836  2364735.0       NaN     NaN  
check 1 SAU
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15193834511324922
check 6, score entree 0 0
check 7, score sortie 0.22790751766987383 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.17612101662643734
check 6, score entree 0.22790751766987383 1
check 7, score sortie 0.49208904260952985 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.10342390383005]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.10342390383005], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.2552344577716107
check 6, score entree 0.49208904260952985 4
check 7, score sortie 0.8749407292669459 4
check fin score diff 0.31034239038300504
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.3585708765212661
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
837  Senegal       SEN                           Nb élèves accès internet   
838  Senegal       SEN  Dépenses du gouvernement dédiées au cycle tert...   
839  Senegal       SEN               Nombre d'utilisateurs d'internet (%)   
840  Senegal       SEN                      Nombre d'inscription au lycée   
841  Senegal       SEN                Nombre d'inscription à l'université   
842  Senegal       SEN  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
837          ACC.IT.EL    70689.0       NaN     NaN  
838  UIS.XGDP.56.FSGOV    1.37603      2010     9.0  
839     IT.NET.USER.P2  25.664768      2016     2.0  
840            UIS.E.3   130602.0      2008    11.0  
841        SE.TER.ENRL   144827.0      2015     3.0  
842  UIS.XGDP.23.FSGOV    1.62141      2010     9.0  
check 1 SEN
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0076297211253765805
check 6, score entree 0 0
check 7, score sortie 0.011444581688064871 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.6136319378680293]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6136319378680293], dtype=object)]
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01179186628570996
check 6, score entree 0.011444581688064871 3
check 7, score sortie 0.029132381116629812 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.016675391386826513
check 6, score entree 0.029132381116629812 4
check 7, score sortie 0.05414546819686958 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.4603124488077801]
check 3 cas 1, score inves, entrée [array([0.6136319378680293], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.4603124488077801], dtype=object), array([0.6136319378680293], dtype=object)]
check fin score diff 0.05369721933379047
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06549844415545958
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
843  Serbia       SRB               Nombre d'utilisateurs d'internet (%)   
844  Serbia       SRB                           Nb élèves accès internet   
845  Serbia       SRB  Dépenses du gouvernement dédiées au cycle seco...   
846  Serbia       SRB                      Nombre d'inscription au lycée   
847  Serbia       SRB                Nombre d'inscription à l'université   
848  Serbia       SRB  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
843     IT.NET.USER.P2  67.056841      2016     2.0  
844          ACC.IT.EL   342935.0       NaN     NaN  
845  UIS.XGDP.23.FSGOV    1.03957      2011     9.0  
846            UIS.E.3   270356.0      2014     4.0  
847        SE.TER.ENRL   241054.0      2015     3.0  
848  UIS.XGDP.56.FSGOV     1.2892      2012     8.0  
check 1 SRB
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.56.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03701422306343303
check 6, score entree 0 1
check 7, score sortie 0.055521334595149546 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.0472482536436054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0472482536436054], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.024444251186116945
check 6, score entree 0.055521334595149546 3
check 7, score sortie 0.09218771137432497 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.027769836547890413
check 6, score entree 0.09218771137432497 4
check 7, score sortie 0.13384246619616058 4
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7073706909901007]
check 3 cas 1, score inves, entrée [array([2.0472482536436054], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7073706909901007], dtype=object), array([2.0472482536436054], dtype=object)]
check fin score diff 0.18773094723168532
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13224966243145655
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
849  Seychelles       SYC                      Nombre d'inscription au lycée   
850  Seychelles       SYC  Dépenses du gouvernement dédiées au cycle seco...   
851  Seychelles       SYC  Dépenses du gouvernement dédiées au cycle tert...   
852  Seychelles       SYC                           Nb élèves accès internet   
853  Seychelles       SYC               Nombre d'utilisateurs d'internet (%)   
854  Seychelles       SYC                Nombre d'inscription à l'université   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
849            UIS.E.3     2624.0      2014     5.0  
850  UIS.XGDP.23.FSGOV    0.58302      2011    13.0  
851  UIS.XGDP.56.FSGOV    1.17264      2011    12.0  
852          ACC.IT.EL     2068.0       NaN     NaN  
853     IT.NET.USER.P2  56.514708      2016     3.0  
854        SE.TER.ENRL     1035.0      2015     9.0  
check 1 SYC
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00020560102829846923
check 6, score entree 0 0
check 7, score sortie 0.00030840154244770387 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.507796729668687]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.507796729668687], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.833204906056459]
check 3 cas 1, score inves, entrée [array([2.507796729668687], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.833204906056459], dtype=object), array([2.507796729668687], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00022320676890716755
check 6, score entree 0.00030840154244770387 3
check 7, score sortie 0.0006432116958084552 3
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 9.696268594526214e-05
check 6, score entree 0.0006432116958084552 5
check 7, score sortie 0.0007886557247263485 5
check fin score diff 0.2170500817862573
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.11017845478957099
check 0              PAYS CODE PAYS  \
855  Sierra Leone       SLE   
856  Sierra Leone       SLE   
857  Sierra Leone       SLE   
858  Sierra Leone       SLE   
859  Sierra Leone       SLE   

                                          INDICATEUR_N         INDICATEUR  \
855               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
856                           Nb élèves accès internet          ACC.IT.EL   
857  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
858                      Nombre d'inscription au lycée            UIS.E.3   
859  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   

           MAJ ANNÉE_MAJ  NB_NAN  
855  11.773184      2016     2.0  
856    16536.0       NaN     NaN  
857    0.84838      2014     6.0  
858   140455.0      2013    11.0  
859     0.6455      2014     6.0  
check 1 SLE
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0017847906821319742
check 6, score entree 0 1
check 7, score sortie 0.0026771860231979616 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.18326496801621195]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.18326496801621195], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012683890474096054
check 6, score entree 0.0026771860231979616 3
check 7, score sortie 0.02170302173434204 3
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.44476949586769]
check 3 cas 1, score inves, entrée [array([0.18326496801621195], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44476949586769], dtype=object), array([0.18326496801621195], dtype=object)]
check fin score diff 0.0314017231941951
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.032575477644369605
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
860  Singapore       SGP               Nombre d'utilisateurs d'internet (%)   
861  Singapore       SGP  Dépenses du gouvernement dédiées au cycle tert...   
862  Singapore       SGP  Dépenses du gouvernement dédiées au cycle seco...   
863  Singapore       SGP                      Nombre d'inscription au lycée   
864  Singapore       SGP                Nombre d'inscription à l'université   
865  Singapore       SGP                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
860     IT.NET.USER.P2      81.0      2016     2.0  
861  UIS.XGDP.56.FSGOV   1.02502      2013     8.0  
862  UIS.XGDP.23.FSGOV   0.66707      2013     8.0  
863            UIS.E.3  122028.0      2009    11.0  
864        SE.TER.ENRL  255348.0      2013     8.0  
865          ACC.IT.EL  305675.0       NaN     NaN  
check 1 SGP
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.9925704255683603]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.9925704255683603], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.423010618398825]
check 3 cas 1, score inves, entrée [array([3.9925704255683603], dtype=object)]
check 3bis cas 1, score inves, sortie [array([4.423010618398825], dtype=object), array([3.9925704255683603], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011015634133956955
check 6, score entree 0 3
check 7, score sortie 0.016523451200935433 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02941785632541904
check 6, score entree 0.016523451200935433 4
check 7, score sortie 0.060650235689064 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.032992615612039866
check 6, score entree 0.060650235689064 5
check 7, score sortie 0.1101391591071238 5
check fin score diff 0.42077905219835926
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21934430027776236
check 0                           PAYS CODE PAYS                         INDICATEUR_N  \
866  Sint Maarten (Dutch part)       SXM        Nombre d'inscription au lycée   
867  Sint Maarten (Dutch part)       SXM  Nombre d'inscription à l'université   

      INDICATEUR     MAJ ANNÉE_MAJ  NB_NAN  
866      UIS.E.3  1513.0      2014    12.0  
867  SE.TER.ENRL   194.0      2015    11.0  
check 1 SXM
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.000105018578963551
check 6, score entree 0 0
check 7, score sortie 0.0001575278684453265 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0
check 6, score entree 0.0001575278684453265 1
check 7, score sortie 0.0001575278684453265 1
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10641649529115858
check 0                 PAYS CODE PAYS  \
869  Slovak Republic       SVK   
870  Slovak Republic       SVK   
871  Slovak Republic       SVK   
872  Slovak Republic       SVK   
873  Slovak Republic       SVK   
874  Slovak Republic       SVK   

                                          INDICATEUR_N         INDICATEUR  \
869  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
870                Nombre d'inscription à l'université        SE.TER.ENRL   
871                      Nombre d'inscription au lycée            UIS.E.3   
872  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
873               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
874                           Nb élèves accès internet          ACC.IT.EL   

          MAJ ANNÉE_MAJ  NB_NAN  
869   0.97158      2013     5.0  
870  197854.0      2014     4.0  
871  207550.0      2014     4.0  
872   1.75368      2013     5.0  
873   80.4759      2016     2.0  
874  326253.0       NaN     NaN  
check 1 SVK
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.050262415113469]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.050262415113469], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02278911355997683
check 6, score entree 0 1
check 7, score sortie 0.03418367033996524 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.018758219401302477
check 6, score entree 0.03418367033996524 2
check 7, score sortie 0.06232099944191896 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.3268840472026793]
check 3 cas 1, score inves, entrée [array([4.050262415113469], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.3268840472026793], dtype=object), array([4.050262415113469], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.035213674069763126
check 6, score entree 0.06232099944191896 5
check 7, score sortie 0.11514151054656366 5
check fin score diff 0.36885732311580743
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20936145397071723
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
875  Slovenia       SVN                Nombre d'inscription à l'université   
876  Slovenia       SVN                      Nombre d'inscription au lycée   
877  Slovenia       SVN  Dépenses du gouvernement dédiées au cycle seco...   
878  Slovenia       SVN               Nombre d'utilisateurs d'internet (%)   
879  Slovenia       SVN  Dépenses du gouvernement dédiées au cycle tert...   
880  Slovenia       SVN                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
875        SE.TER.ENRL    90622.0      2014     4.0  
876            UIS.E.3    90717.0      2014     4.0  
877  UIS.XGDP.23.FSGOV    2.02333      2011    12.0  
878     IT.NET.USER.P2  75.498504      2016     2.0  
879  UIS.XGDP.56.FSGOV    1.20242      2012     6.0  
880          ACC.IT.EL   136908.0       NaN     NaN  
check 1 SVN
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.010425852276644667
check 6, score entree 0 0
check 7, score sortie 0.015638778414967 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.008180947301260623
check 6, score entree 0.015638778414967 1
check 7, score sortie 0.027910199366857937 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.0548724648832417]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.0548724648832417], dtype=object)]
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.801055392498779]
check 3 cas 1, score inves, entrée [array([3.0548724648832417], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.801055392498779], dtype=object), array([3.0548724648832417], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.014776978876954786
check 6, score entree 0.027910199366857937 5
check 7, score sortie 0.05007566768229012 5
check fin score diff 0.3427963928691011
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.1899727788407215
check 0                 PAYS CODE PAYS                          INDICATEUR_N  \
881  Solomon Islands       SLB              Nb élèves accès internet   
882  Solomon Islands       SLB  Nombre d'utilisateurs d'internet (%)   
883  Solomon Islands       SLB         Nombre d'inscription au lycée   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
881       ACC.IT.EL     1485.0       NaN     NaN  
882  IT.NET.USER.P2  11.000902      2016     2.0  
883         UIS.E.3    13495.0      2012     8.0  
check 1 SLB
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016028145639610436
check 6, score entree 0 0
check 7, score sortie 0.00024042218459415654 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.001189788073050851
check 6, score entree 0.00024042218459415654 2
check 7, score sortie 0.002025104294170433 2
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.04298406474344052
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
884  Somalia       SOM              Nb élèves accès internet       ACC.IT.EL   
885  Somalia       SOM  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
886  Somalia       SOM         Nombre d'inscription au lycée         UIS.E.3   

         MAJ ANNÉE_MAJ  NB_NAN  
884    884.0       NaN     NaN  
885     1.88      2016     3.0  
886  47015.0      2007    13.0  
check 1 SOM
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 9.541333835296717e-05
check 6, score entree 0 0
check 7, score sortie 0.00014312000752945075 0
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004224462872066566
check 6, score entree 0.00014312000752945075 2
check 7, score sortie 0.006479814315629299 2
check fin score diff nan
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 1 0.022655279641623255
check 0              PAYS CODE PAYS  \
887  South Africa       ZAF   
888  South Africa       ZAF   
889  South Africa       ZAF   
890  South Africa       ZAF   
891  South Africa       ZAF   
892  South Africa       ZAF   

                                          INDICATEUR_N         INDICATEUR  \
887                           Nb élèves accès internet          ACC.IT.EL   
888               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
889  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
890  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
891                      Nombre d'inscription au lycée            UIS.E.3   
892                Nombre d'inscription à l'université        SE.TER.ENRL   

           MAJ ANNÉE_MAJ  NB_NAN  
887  2154786.0       NaN     NaN  
888       54.0      2016     2.0  
889    0.73796      2014     4.0  
890    1.86049      2014     5.0  
891  2971802.0      2014     4.0  
892  1018543.0      2014    11.0  
check 1 ZAF
check 2, liste indic ['ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
ACC.IT.EL
check3a

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.23257389784642166
check 6, score entree 0 0
check 7, score sortie 0.34886084676963247 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.302470717908445]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.302470717908445], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.2191386296285591]
check 3 cas 1, score inves, entrée [array([2.302470717908445], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2191386296285591], dtype=object), array([2.302470717908445], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.26901495814022813
check 6, score entree 0.34886084676963247 4
check 7, score sortie 0.7523832839799747 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.11741005263932433
check 6, score entree 0.7523832839799747 5
check 7, score sortie 0.9284983629389612 5
check fin score diff 0.17608046737685024
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.298846559641662
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
893  South Sudan       SSD  Dépenses du gouvernement dédiées au cycle seco...   
894  South Sudan       SSD  Dépenses du gouvernement dédiées au cycle tert...   

            INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
893  UIS.XGDP.23.FSGOV  0.09509      2011    13.0  
894  UIS.XGDP.56.FSGOV  0.20402      2011    13.0  
check 1 SSD
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.0]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.0], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.8788942715501706]
check 3 cas 1, score inves, entrée [array([2.0], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8788942715501706], dtype=object), array([2.0], dtype=object)]
check fin score diff 0.19394471357750853
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1050946199101082
check 0       PAYS CODE PAYS                                       INDICATEUR_N  \
896  Spain       ESP                Nombre d'inscription à l'université   
897  Spain       ESP               Nombre d'utilisateurs d'internet (%)   
898  Spain       ESP  Dépenses du gouvernement dédiées au cycle tert...   
899  Spain       ESP  Dépenses du gouvernement dédiées au cycle seco...   
900  Spain       ESP                      Nombre d'inscription au lycée   
901  Spain       ESP                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
896        SE.TER.ENRL  1963924.0      2015     3.0  
897     IT.NET.USER.P2  80.561333      2016     2.0  
898  UIS.XGDP.56.FSGOV     0.9659      2013     5.0  
899  UIS.XGDP.23.FSGOV    1.58876      2013     6.0  
900            UIS.E.3  1662580.0      2014     4.0  
901          ACC.IT.EL  2921560.0       NaN     NaN  
check 1 ESP
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.22640729520961905
check 6, score entree 0 0
check 7, score sortie 0.3396109428144286 0
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.056394377610375]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.056394377610375], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.4932483919950634]
check 3 cas 1, score inves, entrée [array([4.056394377610375], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.4932483919950634], dtype=object), array([4.056394377610375], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.15048682539210903
check 6, score entree 0.3396109428144286 4
check 7, score sortie 0.5653411809025921 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.3153346072381163
check 6, score entree 0.5653411809025921 5
check 7, score sortie 1.0383430917597667 5
check fin score diff 0.37748213848027196
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.4076223894127742
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
902  Sri Lanka       LKA  Dépenses du gouvernement dédiées au cycle tert...   
903  Sri Lanka       LKA               Nombre d'utilisateurs d'internet (%)   
904  Sri Lanka       LKA                Nombre d'inscription à l'université   
905  Sri Lanka       LKA                           Nb élèves accès internet   
906  Sri Lanka       LKA                      Nombre d'inscription au lycée   
907  Sri Lanka       LKA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
902  UIS.XGDP.56.FSGOV    0.34245      2013     9.0  
903     IT.NET.USER.P2  32.051003      2016     2.0  
904        SE.TER.ENRL   308000.0      2015     8.0  
905          ACC.IT.EL   502645.0       NaN     NaN  
906            UIS.E.3  1260265.0      2013    10.0  
907  UIS.XGDP.23.FSGOV    0.79572      2013     9.0  
check 1 LKA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'SE.TER.ENRL', 'ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7294499256748495]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7294499256748495], dtype=object)]
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03548834305596594
check 6, score entree 0 2
check 7, score sortie 0.05323251458394891 2
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.05425230481496288
check 6, score entree 0.05323251458394891 3
check 7, score sortie 0.13461097180639325 3
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.11406393780959091
check 6, score entree 0.13461097180639325 4
check 7, score sortie 0.3057068785207796 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.2932338894438413]
check 3 cas 1, score inves, entrée [array([1.7294499256748495], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.2932338894438413], dtype=object), array([1.7294499256748495], dtype=object)]
check fin score diff 0.15113419075593454
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.13975341899504556
check 0                     PAYS CODE PAYS                          INDICATEUR_N  \
908  St. Kitts and Nevis       KNA   Nombre d'inscription à l'université   
909  St. Kitts and Nevis       KNA         Nombre d'inscription au lycée   
910  St. Kitts and Nevis       KNA              Nb élèves accès internet   
911  St. Kitts and Nevis       KNA  Nombre d'utilisateurs d'internet (%)   

         INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
908     SE.TER.ENRL     3508.0      2015    11.0  
909         UIS.E.3     1637.0      2014     5.0  
910       ACC.IT.EL     3953.0       NaN     NaN  
911  IT.NET.USER.P2  76.817675      2016     2.0  
check 1 KNA
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'ACC.IT.EL', 'IT.NET.USER.P2']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00038208601810059303
check 6, score entree 0 0
check 7, score sortie 0.0005731290271508895 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0001162447029217237
check 6, score entree 0.0005731290271508895 1
check 7, score sortie 0.0007474960815334751 1
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00042666168157158286
check 6, score entree 0.0007474960815334751 2
check 7, score sortie 0.0013874886038908493 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.10667818906465762
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
912  St. Lucia       LCA                           Nb élèves accès internet   
913  St. Lucia       LCA                Nombre d'inscription à l'université   
914  St. Lucia       LCA                      Nombre d'inscription au lycée   
915  St. Lucia       LCA  Dépenses du gouvernement dédiées au cycle seco...   
916  St. Lucia       LCA  Dépenses du gouvernement dédiées au cycle tert...   
917  St. Lucia       LCA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
912          ACC.IT.EL     3822.0       NaN     NaN  
913        SE.TER.ENRL     2788.0      2015     3.0  
914            UIS.E.3     5391.0      2014     4.0  
915  UIS.XGDP.23.FSGOV    1.95314      2014     8.0  
916  UIS.XGDP.56.FSGOV    0.21395      2011    11.0  
917     IT.NET.USER.P2  46.729078      2016     2.0  
check 1 LCA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00041252237464371104
check 6, score entree 0 0
check 7, score sortie 0.0006187835619655666 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0002990739683020333
check 6, score entree 0.0006187835619655666 1
check 7, score sortie 0.0010673945144186164 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.00045610655242962924
check 6, score entree 0.0010673945144186164 2
check 7, score sortie 0.0017515543430630602 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.1256771427256393]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.1256771427256393], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.868174179676842]
check 3 cas 1, score inves, entrée [array([1.1256771427256393], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.868174179676842], dtype=object), array([1.1256771427256393], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.1996925661201241
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1066902383964228
check 0                                PAYS CODE PAYS  \
918  St. Vincent and the Grenadines       VCT   
919  St. Vincent and the Grenadines       VCT   
920  St. Vincent and the Grenadines       VCT   
921  St. Vincent and the Grenadines       VCT   
922  St. Vincent and the Grenadines       VCT   

                                          INDICATEUR_N         INDICATEUR  \
918               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
919  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
920                      Nombre d'inscription au lycée            UIS.E.3   
921  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
922                           Nb élèves accès internet          ACC.IT.EL   

           MAJ ANNÉE_MAJ  NB_NAN  
918  55.574619      2016     2.0  
919    2.07786      2014     7.0  
920     3434.0      2014     5.0  
921    0.35649      2010    10.0  
922     1908.0       NaN     NaN  
check 1 VCT
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.9998647450706102]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.9998647450706102], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0002789329670575005
check 6, score entree 0 2
check 7, score sortie 0.0004183994505862508 2
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.7142928237275155]
check 3 cas 1, score inves, entrée [array([0.9998647450706102], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.7142928237275155], dtype=object), array([0.9998647450706102], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0002059373863998432
check 6, score entree 0.0004183994505862508 4
check 7, score sortie 0.0007273055301860156 4
check fin score diff 0.1857078784399063
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.10349684765321113
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
923  Sudan       SDN              Nb élèves accès internet       ACC.IT.EL   
924  Sudan       SDN   Nombre d'inscription à l'université     SE.TER.ENRL   
925  Sudan       SDN         Nombre d'inscription au lycée         UIS.E.3   
926  Sudan       SDN  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

          MAJ ANNÉE_MAJ  NB_NAN  
923  425992.0       NaN     NaN  
924  632377.0      2014     4.0  
925  889022.0      2013     5.0  
926      28.0      2016     5.0  
check 1 SDN
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.045978867456625785
check 6, score entree 0 0
check 7, score sortie 0.06896830118493869 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.07288723149694847
check 6, score entree 0.06896830118493869 1
check 7, score sortie 0.17829914843036138 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08045409961117232
check 6, score entree 0.17829914843036138 2
check 7, score sortie 0.2989802978471199 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.10616602081853614
check 0          PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
927  Suriname       SUR              Nb élèves accès internet       ACC.IT.EL   
928  Suriname       SUR         Nombre d'inscription au lycée         UIS.E.3   
929  Suriname       SUR  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

         MAJ ANNÉE_MAJ  NB_NAN  
927   6296.0       NaN     NaN  
928  13868.0      2013     7.0  
929     45.4      2016     2.0  
check 1 SUR
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0006795502016632142
check 6, score entree 0 0
check 7, score sortie 0.0010193253024948215 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final:

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0012235569781830964
check 6, score entree 0.0010193253024948215 1
check 7, score sortie 0.0028546607697694662 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06443716186590841
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
930  Swaziland       SWZ               Nombre d'utilisateurs d'internet (%)   
931  Swaziland       SWZ                Nombre d'inscription à l'université   
932  Swaziland       SWZ                      Nombre d'inscription au lycée   
933  Swaziland       SWZ  Dépenses du gouvernement dédiées au cycle seco...   
934  Swaziland       SWZ  Dépenses du gouvernement dédiées au cycle tert...   
935  Swaziland       SWZ                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
930     IT.NET.USER.P2  28.573523      2016     2.0  
931        SE.TER.ENRL     8057.0      2013    10.0  
932            UIS.E.3    29250.0      2013     6.0  
933  UIS.XGDP.23.FSGOV    3.17032      2011     8.0  
934  UIS.XGDP.56.FSGOV    1.10889      2011     8.0  
935          ACC.IT.EL    10660.0       NaN     NaN  
check 1 SWZ
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.0009065607605084377
check 6, score entree 0 1
check 7, score sortie 0.0013598411407626566 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0026161395485428734
check 6, score entree 0.0013598411407626566 2
check 7, score sortie 0.005284050463576966 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.9020271523518115]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.9020271523518115], dtype=object), 0]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0011505726095504866
check 6, score entree 0.005284050463576966 5
check 7, score sortie 0.007009909377902696 5
check fin score diff 0.04510135761759058
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.0536406951054241
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
936  Sweden       SWE                Nombre d'inscription à l'université   
937  Sweden       SWE  Dépenses du gouvernement dédiées au cycle tert...   
938  Sweden       SWE  Dépenses du gouvernement dédiées au cycle seco...   
939  Sweden       SWE               Nombre d'utilisateurs d'internet (%)   
940  Sweden       SWE                           Nb élèves accès internet   
941  Sweden       SWE                      Nombre d'inscription au lycée   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
936        SE.TER.ENRL   428557.0      2015     3.0  
937  UIS.XGDP.56.FSGOV    1.95701      2013     5.0  
938  UIS.XGDP.23.FSGOV    2.15273      2013     5.0  
939     IT.NET.USER.P2  91.506828      2016     2.0  
940          ACC.IT.EL   851555.0       NaN     NaN  
941            UIS.E.3   502035.0      2014     4.0  
check 1 SWE
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.049387903733139504
check 6, score entree 0 0
check 7, score sortie 0.07408185559970926 0
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.9864255099883934]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.9864255099883934], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.924339162122322]
check 3 cas 1, score inves, entrée [array([2.9864255099883934], dtype=object)]
check 3bis cas 1, score inves, sortie [array([2.924339162122322], dtype=object), array([2.9864255099883934], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09191143138140381
check 6, score entree 0.07408185559970926 4
check 7, score sortie 0.211949002671815 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04541890580309672
check 6, score entree 0.211949002671815 5
check 7, score sortie 0.28007736137646005 5
check fin score diff 0.2955382336055358
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.22885438191106294
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
942  Switzerland       CHE                Nombre d'inscription à l'université   
943  Switzerland       CHE                      Nombre d'inscription au lycée   
944  Switzerland       CHE  Dépenses du gouvernement dédiées au cycle seco...   
945  Switzerland       CHE  Dépenses du gouvernement dédiées au cycle tert...   
946  Switzerland       CHE               Nombre d'utilisateurs d'internet (%)   
947  Switzerland       CHE                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
942        SE.TER.ENRL   294450.0      2015     3.0  
943            UIS.E.3   350927.0      2014     4.0  
944  UIS.XGDP.23.FSGOV    1.97695      2012     6.0  
945  UIS.XGDP.56.FSGOV    1.32943      2012     6.0  
946     IT.NET.USER.P2  89.405568      2016     2.0  
947          ACC.IT.EL   577003.0       NaN     NaN  
check 1 CHE
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03392610239656249
check 6, score entree 0 0
check 7, score sortie 0.050889153594843736 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.03173860629445511
check 6, score entree 0.050889153594843736 1
check 7, score sortie 0.0984970630365264 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.1016585849917275]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.1016585849917275], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.663939704859018]
check 3 cas 1, score inves, entrée [array([3.1016585849917275], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.663939704859018], dtype=object), array([3.1016585849917275], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.06227803446796054
check 6, score entree 0.0984970630365264 5
check 7, score sortie 0.1919141147384672 5
check fin score diff 0.33827991449253725
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.21919021898532012
check 0                      PAYS CODE PAYS  \
948  Syrian Arab Republic       SYR   
949  Syrian Arab Republic       SYR   
950  Syrian Arab Republic       SYR   
951  Syrian Arab Republic       SYR   
952  Syrian Arab Republic       SYR   
953  Syrian Arab Republic       SYR   

                                          INDICATEUR_N         INDICATEUR  \
948                           Nb élèves accès internet          ACC.IT.EL   
949  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
950  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
951                Nombre d'inscription à l'université        SE.TER.ENRL   
952               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
953                      Nombre d'inscription au lycée            UIS.E.3   

           MAJ ANNÉE_MAJ  NB_NAN  
948   377391.0       NaN     NaN  
949    1.24266      2009    10.0  
950    2.21785      2012    11.0  
951   772877.0      2015     3.0  
952  31.869627      2016     2.0  
953   411295.0      2013     5.0  
check 1 SYR
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.040733184586385335
check 6, score entree 0 0
check 7, score sortie 0.061099776879578 0
UIS.XGDP.56.FSGOV

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7576135960450219]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7576135960450219], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.7576135960450219], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.7576135960450219], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.08908611065902852
check 6, score entree 0.061099776879578 3
check 7, score sortie 0.1947289428681208 3
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.037203917996930666
check 6, score entree 0.1947289428681208 5
check 7, score sortie 0.25053481986351683 5
check fin score diff 0.0378806798022511
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10391819141824848
check 0            PAYS CODE PAYS                                       INDICATEUR_N  \
954  Tajikistan       TJK                Nombre d'inscription à l'université   
955  Tajikistan       TJK                      Nombre d'inscription au lycée   
956  Tajikistan       TJK  Dépenses du gouvernement dédiées au cycle tert...   
957  Tajikistan       TJK               Nombre d'utilisateurs d'internet (%)   
958  Tajikistan       TJK                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
954        SE.TER.ENRL  247092.0      2016     2.0  
955            UIS.E.3  236051.0      2013     5.0  
956  UIS.XGDP.56.FSGOV   0.45861      2013     5.0  
957     IT.NET.USER.P2     20.47      2016     2.0  
958          ACC.IT.EL   98900.0       NaN     NaN  
check 1 TJK
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.028465984821062225
check 6, score entree 0 0
check 7, score sortie 0.04269897723159334 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.021338507779785378
check 6, score entree 0.04269897723159334 1
check 7, score sortie 0.07470673890127141 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.6040475122175465]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6040475122175465], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.01067463706233988
check 6, score entree 0.07470673890127141 4
check 7, score sortie 0.09071869449478123 4
check fin score diff 0.06040475122175465
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.0534305203652204
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
959  Tanzania       TZA                           Nb élèves accès internet   
960  Tanzania       TZA                Nombre d'inscription à l'université   
961  Tanzania       TZA                      Nombre d'inscription au lycée   
962  Tanzania       TZA  Dépenses du gouvernement dédiées au cycle seco...   
963  Tanzania       TZA  Dépenses du gouvernement dédiées au cycle tert...   
964  Tanzania       TZA               Nombre d'utilisateurs d'internet (%)   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
959          ACC.IT.EL   43861.0       NaN     NaN  
960        SE.TER.ENRL  158262.0      2013     9.0  
961            UIS.E.3  179133.0      2013    11.0  
962  UIS.XGDP.23.FSGOV     0.636      2014     7.0  
963  UIS.XGDP.56.FSGOV     0.745      2014     7.0  
964     IT.NET.USER.P2      13.0      2016     2.0  
check 1 TZA
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.004734077413460966
check 6, score entree 0 0
check 7, score sortie 0.007101116120191448 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.018224373177164917
check 6, score entree 0.007101116120191448 1
check 7, score sortie 0.03443767588593882 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.01618553581646866
check 6, score entree 0.03443767588593882 2
check 7, score sortie 0.058715979610641816 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.45435272399188764]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.45435272399188764], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.2948705462894248]
check 3 cas 1, score inves, entrée [array([0.45435272399188764], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.2948705462894248], dtype=object), array([0.45435272399188764], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.03746116351406562
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04173981768610796
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
965  Thailand       THA               Nombre d'utilisateurs d'internet (%)   
966  Thailand       THA  Dépenses du gouvernement dédiées au cycle tert...   
967  Thailand       THA                           Nb élèves accès internet   
968  Thailand       THA                      Nombre d'inscription au lycée   
969  Thailand       THA                Nombre d'inscription à l'université   
970  Thailand       THA  Dépenses du gouvernement dédiées au cycle seco...   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
965     IT.NET.USER.P2  47.504966      2016     2.0  
966  UIS.XGDP.56.FSGOV    0.64168      2013     6.0  
967          ACC.IT.EL  2083783.0       NaN     NaN  
968            UIS.E.3  2151002.0      2013     5.0  
969        SE.TER.ENRL  2235450.0      2015     3.0  
970  UIS.XGDP.23.FSGOV    1.23007      2013     8.0  
check 1 THA
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.406411326973737]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.406411326973737], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.22491028555787446
check 6, score entree 0 2
check 7, score sortie 0.3373654283368117 2
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.1947052601977431
check 6, score entree 0.3373654283368117 3
check 7, score sortie 0.6294233186334264 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2577127533118464
check 6, score entree 0.6294233186334264 4
check 7, score sortie 1.015992448601196 4
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.8550798297200886]
check 3 cas 1, score inves, entrée [array([2.406411326973737], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8550798297200886], dtype=object), array([2.406411326973737], dtype=object)]
check fin score diff 0.21307455783469129
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.32533340562465685
check 0             PAYS CODE PAYS                                       INDICATEUR_N  \
971  Timor-Leste       TLS                Nombre d'inscription à l'université   
972  Timor-Leste       TLS                      Nombre d'inscription au lycée   
973  Timor-Leste       TLS  Dépenses du gouvernement dédiées au cycle seco...   
974  Timor-Leste       TLS  Dépenses du gouvernement dédiées au cycle tert...   
975  Timor-Leste       TLS               Nombre d'utilisateurs d'internet (%)   
976  Timor-Leste       TLS                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
971        SE.TER.ENRL   18553.0      2010    12.0  
972            UIS.E.3   48708.0      2014     7.0  
973  UIS.XGDP.23.FSGOV   2.28897      2014    10.0  
974  UIS.XGDP.56.FSGOV   0.31559      2014     8.0  
975     IT.NET.USER.P2  25.24625      2016     2.0  
976          ACC.IT.EL   16981.0       NaN     NaN  
check 1 TLS
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.002116691975349664
check 6, score entree 0 0
check 7, score sortie 0.0031750379630244956 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.004377735677398714
check 6, score entree 0.0031750379630244956 1
check 7, score sortie 0.009741641479122567 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7584470719234]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([1.7584470719234], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0018328211522304703
check 6, score entree 0.009741641479122567 5
check 7, score sortie 0.012490873207468271 5
check fin score diff 0.08792235359617001
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06391770783056133
check 0      PAYS CODE PAYS                                       INDICATEUR_N  \
977  Togo       TGO                Nombre d'inscription à l'université   
978  Togo       TGO                      Nombre d'inscription au lycée   
979  Togo       TGO  Dépenses du gouvernement dédiées au cycle seco...   
980  Togo       TGO  Dépenses du gouvernement dédiées au cycle tert...   
981  Togo       TGO               Nombre d'utilisateurs d'internet (%)   
982  Togo       TGO                           Nb élèves accès internet   

            INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
977        SE.TER.ENRL   71154.0      2015     6.0  
978            UIS.E.3  146201.0      2011    10.0  
979  UIS.XGDP.23.FSGOV   0.84648      2014     6.0  
980  UIS.XGDP.56.FSGOV   1.04932      2014     6.0  
981     IT.NET.USER.P2     11.31      2016     2.0  
982          ACC.IT.EL   24583.0       NaN     NaN  
check 1 TGO
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.008181298685702498
check 6, score entree 0 0
check 7, score sortie 0.012271948028553747 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.013204094572996539
check 6, score entree 0.012271948028553747 1
check 7, score sortie 0.032078089888048555 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.24202930134650957]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.24202930134650957], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.24202930134650957], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.24202930134650957], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0026533326886097196
check 6, score entree 0.032078089888048555 5
check 7, score sortie 0.036058088920963134 5
check fin score diff 0.012101465067325479
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.03152330935921034
check 0       PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
983  Tonga       TON              Nb élèves accès internet       ACC.IT.EL   
984  Tonga       TON         Nombre d'inscription au lycée         UIS.E.3   
985  Tonga       TON  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   

        MAJ ANNÉE_MAJ  NB_NAN  
983  1523.0       NaN     NaN  
984  3812.0      2006    13.0  
985   39.95      2016     2.0  
check 1 TON
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.00016438293474159391
check 6, score entree 0 0
check 7, score sortie 0.00024657440211239086 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0003131545384783818
check 6, score entree 0.00024657440211239086 1
check 7, score sortie 0.0007163062098299635 1
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06398219281060213
check 0                     PAYS CODE PAYS  \
987  Trinidad and Tobago       TTO   
988  Trinidad and Tobago       TTO   

                                          INDICATEUR_N         INDICATEUR  \
987  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
988               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

           MAJ ANNÉE_MAJ  NB_NAN  
987    1.62031      2009    11.0  
988  73.296941      2016     2.0  
check 1 TTO
check 2, liste indic ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.461422146508058]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.461422146508058], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.3461422146508058
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.13747706694697995
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
989  Tunisia       TUN                      Nombre d'inscription au lycée   
990  Tunisia       TUN  Dépenses du gouvernement dédiées au cycle seco...   
991  Tunisia       TUN  Dépenses du gouvernement dédiées au cycle tert...   
992  Tunisia       TUN               Nombre d'utilisateurs d'internet (%)   
993  Tunisia       TUN                           Nb élèves accès internet   
994  Tunisia       TUN                Nombre d'inscription à l'université   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
989            UIS.E.3   535062.0      2014     5.0  
990  UIS.XGDP.23.FSGOV    2.96931      2008    12.0  
991  UIS.XGDP.56.FSGOV    1.62028      2014     5.0  
992     IT.NET.USER.P2  50.879675      2016     2.0  
993          ACC.IT.EL   436389.0       NaN     NaN  
994        SE.TER.ENRL   322625.0      2015     3.0  
check 1 TUN
check 2, liste indic ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'SE.TER.ENRL']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04840894770605292
check 6, score entree 0 0
check 7, score sortie 0.07261342155907938 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.10060748072496795]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.10060748072496795], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.3499478340801008]
check 3 cas 1, score inves, entrée [array([0.10060748072496795], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.3499478340801008], dtype=object), array([0.10060748072496795], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.04710105351867986
check 6, score entree 0.07261342155907938 4
check 7, score sortie 0.14326500183709917 4
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.03717452531749919
check 6, score entree 0.14326500183709917 5
check 7, score sortie 0.19902678981334795 5
check fin score diff 0.07252776574025344
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.12160735224544711
check 0        PAYS CODE PAYS                                       INDICATEUR_N  \
995  Turkey       TUR                Nombre d'inscription à l'université   
996  Turkey       TUR                      Nombre d'inscription au lycée   
997  Turkey       TUR  Dépenses du gouvernement dédiées au cycle tert...   
998  Turkey       TUR               Nombre d'utilisateurs d'internet (%)   
999  Turkey       TUR                           Nb élèves accès internet   

            INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
995        SE.TER.ENRL  6062886.0      2015     3.0  
996            UIS.E.3  4995623.0      2013     5.0  
997  UIS.XGDP.56.FSGOV    0.91302      2006    13.0  
998     IT.NET.USER.P2  58.347734      2016     2.0  
999          ACC.IT.EL  6452390.0       NaN     NaN  
check 1 TUR
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.6989951253018468
check 6, score entree 0 0
check 7, score sortie 1.0484926879527703 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.452238066326946
check 6, score entree 1.0484926879527703 1
check 7, score sortie 1.7268497874431894 1
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.1134818255986474]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.1134818255986474], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.696429943727717
check 6, score entree 1.7268497874431894 4
check 7, score sortie 2.771494703034765 4
check fin score diff 0.21134818255986476
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.698477209700985
check 0               PAYS CODE PAYS  \
1000  Turkmenistan       TKM   
1001  Turkmenistan       TKM   
1002  Turkmenistan       TKM   
1003  Turkmenistan       TKM   
1004  Turkmenistan       TKM   

                                           INDICATEUR_N         INDICATEUR  \
1000                           Nb élèves accès internet          ACC.IT.EL   
1001                      Nombre d'inscription au lycée            UIS.E.3   
1002                Nombre d'inscription à l'université        SE.TER.ENRL   
1003               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
1004  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   

            MAJ ANNÉE_MAJ  NB_NAN  
1000    50050.0       NaN     NaN  
1001   233794.0      2014    13.0  
1002    44411.0      2014    13.0  
1003  17.990324      2016     2.0  
1004    0.28139      2012    13.0  
check 1 TKM
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.005402078715572406
check 6, score entree 0 0
check 7, score sortie 0.00810311807335861 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.02113417421709509
check 6, score entree 0.00810311807335861 1
check 7, score sortie 0.03980437939900124 1
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00509797750825405
check 6, score entree 0.03980437939900124 2
check 7, score sortie 0.047451345661382316 2
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [2.7953682168675824]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7953682168675824], dtype=object)]
check fin score diff 0.27953682168675825
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.1334017377336469
check 0                           PAYS CODE PAYS  \
1005  Turks and Caicos Islands       TCA   
1006  Turks and Caicos Islands       TCA   
1007  Turks and Caicos Islands       TCA   
1008  Turks and Caicos Islands       TCA   

                                           INDICATEUR_N         INDICATEUR  \
1005  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
1006  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1007                      Nombre d'inscription au lycée            UIS.E.3   
1008                Nombre d'inscription à l'université        SE.TER.ENRL   

          MAJ ANNÉE_MAJ  NB_NAN  
1005  0.73222      2015    13.0  
1006  1.35422      2015    13.0  
1007    800.0      2015    11.0  
1008    286.0      2015    11.0  
check 1 TCA
check 2, liste indic ['UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL']
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [4.308667413647094]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.308667413647094], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.7298424834741057]
check 3 cas 1, score inves, entrée [array([4.308667413647094], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.7298424834741057], dtype=object), array([4.308667413647094], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 4.046836620405801e-05
check 6, score entree 0 2
check 7, score sortie 6.0702549306087015e-05 2
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 1.0607095252038186e-05
check 6, score entree 6.0702549306087015e-05 3
check 7, score sortie 7.66131921841443e-05 3
check fin score diff 0.40192549485606
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.19191534213792427
check 0         PAYS CODE PAYS                          INDICATEUR_N      INDICATEUR  \
1010  Tuvalu       TUV  Nombre d'utilisateurs d'internet (%)  IT.NET.USER.P2   
1011  Tuvalu       TUV              Nb élèves accès internet       ACC.IT.EL   
1012  Tuvalu       TUV         Nombre d'inscription au lycée         UIS.E.3   

            MAJ ANNÉE_MAJ  NB_NAN  
1010  46.009152      2016     4.0  
1011      162.0       NaN     NaN  
1012      353.0      2014    13.0  
check 1 TUV
check 2, liste indic ['IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 1.748524978866593e-05
check 6, score entree 0 1
check 7, score sortie 2.6227874682998894e-05 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0
check 6, score entree 2.6227874682998894e-05 2
check 7, score sortie 2.6227874682998894e-05 2
check fin score diff nan
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 1 0.06383536763291128
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
1013  Uganda       UGA               Nombre d'utilisateurs d'internet (%)   
1014  Uganda       UGA  Dépenses du gouvernement dédiées au cycle tert...   
1015  Uganda       UGA  Dépenses du gouvernement dédiées au cycle seco...   
1016  Uganda       UGA                      Nombre d'inscription au lycée   
1017  Uganda       UGA                Nombre d'inscription à l'université   
1018  Uganda       UGA                           Nb élèves accès internet   

             INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
1013     IT.NET.USER.P2  21.87617      2016     2.0  
1014  UIS.XGDP.56.FSGOV   0.30274      2013     9.0  
1015  UIS.XGDP.23.FSGOV    0.6426      2013     9.0  
1016            UIS.E.3  189104.0      2008    11.0  
1017        SE.TER.ENRL  165396.0      2014     7.0  
1018          ACC.IT.EL   77551.0       NaN     NaN  
check 1 UGA
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.7723194828454885]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.7723194828454885], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.44769489855023403]
check 3 cas 1, score inves, entrée [array([0.7723194828454885], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.44769489855023403], dtype=object), array([0.7723194828454885], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.017088242929266563
check 6, score entree 0 3
check 7, score sortie 0.025632364393899845 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01904688423725231
check 6, score entree 0.025632364393899845 4
check 7, score sortie 0.05420269074977831 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.008370361767659455
check 6, score entree 0.05420269074977831 5
check 7, score sortie 0.06675823340126749 5
check fin score diff 0.06100071906978613
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.04845935158958588
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
1019  Ukraine       UKR                      Nombre d'inscription au lycée   
1020  Ukraine       UKR                Nombre d'inscription à l'université   
1021  Ukraine       UKR  Dépenses du gouvernement dédiées au cycle seco...   
1022  Ukraine       UKR                           Nb élèves accès internet   
1023  Ukraine       UKR               Nombre d'utilisateurs d'internet (%)   
1024  Ukraine       UKR  Dépenses du gouvernement dédiées au cycle tert...   

             INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1019            UIS.E.3   804376.0      2014     4.0  
1020        SE.TER.ENRL  1776190.0      2015     3.0  
1021  UIS.XGDP.23.FSGOV    1.87646      2013    11.0  
1022          ACC.IT.EL  1354328.0       NaN     NaN  
1023     IT.NET.USER.P2  52.481808      2016     2.0  
1024  UIS.XGDP.56.FSGOV    2.12621      2013     6.0  
check 1 UKR
check 2, liste indic ['UIS.E.3', 'SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV']
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.07279082147759583
check 6, score entree 0 0
check 7, score sortie 0.10918623221639374 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.20476259499172625
check 6, score entree 0.10918623221639374 1
check 7, score sortie 0.4163301247039831 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.20302877244231188]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.20302877244231188], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.14617755170237254
check 6, score entree 0.4163301247039831 3
check 7, score sortie 0.6355964522575419 3
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée [array([0.20302877244231188], dtype=object)]
check 3bis cas 1, score inves, sortie [0, array([0.20302877244231188], dtype=object)]
check fin score diff 0.010151438622115594
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.17994635976162923
check 0                       PAYS CODE PAYS  \
1025  United Arab Emirates       ARE   
1026  United Arab Emirates       ARE   
1027  United Arab Emirates       ARE   
1028  United Arab Emirates       ARE   
1029  United Arab Emirates       ARE   

                                           INDICATEUR_N         INDICATEUR  \
1025                Nombre d'inscription à l'université        SE.TER.ENRL   
1026                      Nombre d'inscription au lycée            UIS.E.3   
1027  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1028               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
1029                           Nb élèves accès internet          ACC.IT.EL   

            MAJ ANNÉE_MAJ  NB_NAN  
1025   156613.0      2015     5.0  
1026   157821.0      2014     5.0  
1027     0.7117      2012    12.0  
1028  90.600007      2016     2.0  
1029   284877.0       NaN     NaN  
check 1 ARE
check 2, liste indic ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)

 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01803425252422349
check 6, score entree 0 0
check 7, score sortie 0.027051378786335237 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.014256091027786593
check 6, score entree 0.027051378786335237 1
check 7, score sortie 0.04843551532801513 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [4.377989696875334]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([4.377989696875334], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.03074781175336904
check 6, score entree 0.04843551532801513 4
check 7, score sortie 0.09455723295806868 4
check fin score diff 0.4377989696875334
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.219650255882043
check 0                 PAYS CODE PAYS  \
1030  United Kingdom       GBR   
1031  United Kingdom       GBR   
1032  United Kingdom       GBR   
1033  United Kingdom       GBR   
1034  United Kingdom       GBR   
1035  United Kingdom       GBR   

                                           INDICATEUR_N         INDICATEUR  \
1030                           Nb élèves accès internet          ACC.IT.EL   
1031                Nombre d'inscription à l'université        SE.TER.ENRL   
1032                      Nombre d'inscription au lycée            UIS.E.3   
1033  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1034  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
1035               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   

             MAJ ANNÉE_MAJ  NB_NAN  
1030   6205933.0       NaN     NaN  
1031  2352932.75      2014     4.0  
1032   4195081.5      2014     4.0  
1033     2.28238      2013     6.0  
1034     1.36234      2013     6.0  
1035   94.775801      2016     2.0  
check 1 GBR
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.6698289424489193
check 6, score entree 0 0
check 7, score sortie 1.004743413673379 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.27125786983055716
check 6, score entree 1.004743413673379 1
check 7, score sortie 1.4116302184192149 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.37976243638612744
check 6, score entree 1.4116302184192149 2
check 7, score sortie 1.981273872998406 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [2.7935535678816352]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([2.7935535678816352], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.6284111932989456]
check 3 cas 1, score inves, entrée [array([2.7935535678816352], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6284111932989456], dtype=object), array([2.7935535678816352], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.32109823805902904
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.5962493853313691
check 0                PAYS CODE PAYS  \
1036  United States       USA   
1037  United States       USA   
1038  United States       USA   
1039  United States       USA   
1040  United States       USA   
1041  United States       USA   

                                           INDICATEUR_N         INDICATEUR  \
1036               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
1037                Nombre d'inscription à l'université        SE.TER.ENRL   
1038                      Nombre d'inscription au lycée            UIS.E.3   
1039  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1040  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
1041                           Nb élèves accès internet          ACC.IT.EL   

             MAJ ANNÉE_MAJ  NB_NAN  
1036   76.176737      2016     2.0  
1037  19531728.0      2015     3.0  
1038  11736315.0      2014     4.0  
1039     1.76548      2012     6.0  
1040     1.36411      2011     7.0  
1041  23818975.0       NaN     NaN  
check 1 USA
check 2, liste indic ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'ACC.IT.EL']
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 2.2518787125698094
check 6, score entree 0 1
check 7, score sortie 3.3778180688547144 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 1.0624948724226153
check 6, score entree 3.3778180688547144 2
check 7, score sortie 4.971560377488638 2
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.3149806513900195]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.3149806513900195], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.6265003400715137]
check 3 cas 1, score inves, entrée [array([3.3149806513900195], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6265003400715137], dtype=object), array([3.3149806513900195], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 2.570868688796229
check 6, score entree 4.971560377488638 5
check 7, score sortie 8.827863410682982 5
check fin score diff 0.3470740495730767
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 2.0584973319693742
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
1042  Uruguay       URY               Nombre d'utilisateurs d'internet (%)   
1043  Uruguay       URY  Dépenses du gouvernement dédiées au cycle tert...   
1044  Uruguay       URY  Dépenses du gouvernement dédiées au cycle seco...   
1045  Uruguay       URY                           Nb élèves accès internet   
1046  Uruguay       URY                Nombre d'inscription à l'université   
1047  Uruguay       URY                      Nombre d'inscription au lycée   

             INDICATEUR       MAJ ANNÉE_MAJ  NB_NAN  
1042     IT.NET.USER.P2      66.4      2016     2.0  
1043  UIS.XGDP.56.FSGOV   1.16866      2011    11.0  
1044  UIS.XGDP.23.FSGOV   1.44486      2011    11.0  
1045          ACC.IT.EL  178253.0       NaN     NaN  
1046        SE.TER.ENRL  145787.0      2015     5.0  
1047            UIS.E.3  122666.0      2013     7.0  
check 1 URY
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [3.837501494543202]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([3.837501494543202], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [3.6384087081687095]
check 3 cas 1, score inves, entrée [array([3.837501494543202], dtype=object)]
check 3bis cas 1, score inves, sortie [array([3.6384087081687095], dtype=object), array([3.837501494543202], dtype=object)]
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.019239495250488077
check 6, score entree 0 3
check 7, score sortie 0.028859242875732116 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01678607411989126
check 6, score entree 0.028859242875732116 4
check 7, score sortie 0.054038354055569005 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.011073394352386908
check 6, score entree 0.054038354055569005 5
check 7, score sortie 0.07064844558414937 5
check fin score diff 0.37379551013559564
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 2 0.20094552249356276
check 0             PAYS CODE PAYS                          INDICATEUR_N  \
1048  Uzbekistan       UZB              Nb élèves accès internet   
1049  Uzbekistan       UZB   Nombre d'inscription à l'université   
1050  Uzbekistan       UZB         Nombre d'inscription au lycée   
1051  Uzbekistan       UZB  Nombre d'utilisateurs d'internet (%)   

          INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1048       ACC.IT.EL   893221.0       NaN     NaN  
1049     SE.TER.ENRL   265679.0      2016     2.0  
1050         UIS.E.3  1643267.0      2011     7.0  
1051  IT.NET.USER.P2  46.791287      2016     2.0  
check 1 UZB
check 2, liste indic ['ACC.IT.EL', 'SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.09640859445359241
check 6, score entree 0 0
check 7, score sortie 0.14461289168038863 0
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030608963945514767
check 6, score entree 0.14461289168038863 1
check 7, score sortie 0.19052633759866078 1
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.14873835658562362
check 6, score entree 0.19052633759866078 2
check 7, score sortie 0.4136338724770962 2
IT.NET.USER.P2
nope
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.13056039839938216
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
1052  Vanuatu       VUT                           Nb élèves accès internet   
1053  Vanuatu       VUT                      Nombre d'inscription au lycée   
1054  Vanuatu       VUT  Dépenses du gouvernement dédiées au cycle seco...   
1055  Vanuatu       VUT  Dépenses du gouvernement dédiées au cycle tert...   
1056  Vanuatu       VUT               Nombre d'utilisateurs d'internet (%)   

             INDICATEUR      MAJ ANNÉE_MAJ  NB_NAN  
1052          ACC.IT.EL   1480.0       NaN     NaN  
1053            UIS.E.3   6167.0      2010    13.0  
1054  UIS.XGDP.23.FSGOV  1.59819      2014    11.0  
1055  UIS.XGDP.56.FSGOV  0.33869      2008    13.0  
1056     IT.NET.USER.P2     24.0      2016     2.0  
check 1 VUT
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001597417881927505
check 6, score entree 0 0
check 7, score sortie 0.00023961268228912575 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.0005263603604259359
check 6, score entree 0.00023961268228912575 1
check 7, score sortie 0.0010291532229280294 1
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.483735872827054]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.483735872827054], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.7335090731456484]
check 3 cas 1, score inves, entrée [array([0.483735872827054], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.7335090731456484], dtype=object), array([0.483735872827054], dtype=object)]
IT.NET.USER.P2
nope
check fin score diff 0.11086224729863513
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.06635987245139642
check 0                PAYS CODE PAYS  \
1057  Venezuela, RB       VEN   
1058  Venezuela, RB       VEN   
1059  Venezuela, RB       VEN   
1060  Venezuela, RB       VEN   
1061  Venezuela, RB       VEN   
1062  Venezuela, RB       VEN   

                                           INDICATEUR_N         INDICATEUR  \
1057                Nombre d'inscription à l'université        SE.TER.ENRL   
1058  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1059  Dépenses du gouvernement dédiées au cycle tert...  UIS.XGDP.56.FSGOV   
1060               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
1061                           Nb élèves accès internet          ACC.IT.EL   
1062                      Nombre d'inscription au lycée            UIS.E.3   

            MAJ ANNÉE_MAJ  NB_NAN  
1057  2123041.0      2009    12.0  
1058    1.30861      2009    11.0  
1059    1.55361      2009    11.0  
1060       60.0      2016     2.0  
1061  1809247.0       NaN     NaN  
1062   892370.0      2014     4.0  
check 1 VEN
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL', 'UIS.E.3']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.24475261233155993
check 6, score entree 0 0
check 7, score sortie 0.36712891849733986 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.7758520075977235]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.7758520075977235], dtype=object)]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.4219225763789036]
check 3 cas 1, score inves, entrée [array([1.7758520075977235], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.4219225763789036], dtype=object), array([1.7758520075977235], dtype=object)]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.19527861558268192
check 6, score entree 0.36712891849733986 4
check 7, score sortie 0.6600468418713628 4
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.08075720495804299
check 6, score entree 0.6600468418713628 5
check 7, score sortie 0.7811826493084273 5
check fin score diff 0.15988872919883135
check fin score revenu entrée 3
check fin score revenu sortie 0.30000000000000004
check S, cas 2 0.2640577401079274
check 0          PAYS CODE PAYS                                       INDICATEUR_N  \
1063  Vietnam       VNM                Nombre d'inscription à l'université   
1064  Vietnam       VNM  Dépenses du gouvernement dédiées au cycle seco...   
1065  Vietnam       VNM  Dépenses du gouvernement dédiées au cycle tert...   
1066  Vietnam       VNM               Nombre d'utilisateurs d'internet (%)   
1067  Vietnam       VNM                           Nb élèves accès internet   

             INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1063        SE.TER.ENRL  2466643.0      2015     3.0  
1064  UIS.XGDP.23.FSGOV    2.72829      2012    11.0  
1065  UIS.XGDP.56.FSGOV    1.05047      2012    11.0  
1066     IT.NET.USER.P2       46.5      2016     2.0  
1067          ACC.IT.EL  1146989.0       NaN     NaN  
check 1 VNM
check 2, liste indic ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.2843680377966776
check 6, score entree 0 0
check 7, score sortie 0.4265520566950164 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff 0
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [0]
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.9650954757081558]
check 3 cas 1, score inves, entrée [0]
check 3bis cas 1, score inves, sortie [array([0.9650954757081558], dtype=object), 0]
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.12379869857933425
check 6, score entree 0.4265520566950164 4
check 7, score sortie 0.6122501045640177 4
check fin score diff 0.048254773785407795
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.183086144329665
check 0                        PAYS CODE PAYS                          INDICATEUR_N  \
1068  Virgin Islands (U.S.)       VIR   Nombre d'inscription à l'université   
1069  Virgin Islands (U.S.)       VIR  Nombre d'utilisateurs d'internet (%)   
1070  Virgin Islands (U.S.)       VIR              Nb élèves accès internet   

          INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1068     SE.TER.ENRL     2488.0      2007    13.0  
1069  IT.NET.USER.P2  59.608316      2016     2.0  
1070       ACC.IT.EL     1483.0       NaN     NaN  
check 1 VIR
check 2, liste indic ['SE.TER.ENRL', 'IT.NET.USER.P2', 'ACC.IT.EL']
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00026448561421930005
check 6, score entree 0 0
check 7, score sortie 0.0003967284213289501 0
IT.NET.USER.P2
nope
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0001600655891147628
check 6, score entree

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:56: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  score_inves = np.array(score_inves)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/508976588.py:57: RuntimeWarning: Mean of empty slice.
  score_diff = score_inves.mean().item()
/opt/anaconda3/lib/python3.9/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)

 0.0003967284213289501 2
check 7, score sortie 0.0006368268050010943 2
check fin score diff nan
check fin score revenu entrée 5
check fin score revenu sortie 0.5
check S, cas 1 0.1065184737882981
check 0                     PAYS CODE PAYS                          INDICATEUR_N  \
1071  West Bank and Gaza       PSE              Nb élèves accès internet   
1072  West Bank and Gaza       PSE         Nombre d'inscription au lycée   
1073  West Bank and Gaza       PSE  Nombre d'utilisateurs d'internet (%)   
1074  West Bank and Gaza       PSE   Nombre d'inscription à l'université   

          INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1071       ACC.IT.EL   222127.0       NaN     NaN  
1072         UIS.E.3   142063.0      2014     4.0  
1073  IT.NET.USER.P2  61.178385      2016     2.0  
1074     SE.TER.ENRL   221018.0      2015     3.0  
check 1 PSE
check 2, liste indic ['ACC.IT.EL', 'UIS.E.3', 'IT.NET.USER.P2', 'SE.TER.ENRL']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.023974975801277762
check 6, score entree 0 0
check 7, score sortie 0.03596246370191664 0
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.012829467952521389
check 6, score entree 0.03596246370191664 1
check 7, score sortie 0.055206665630698724 1
IT.NET.USER.P2
nope
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.02545979567321827
check 6, score entree 0.055206665630698724 3
check 7, score sortie 0.09339635914052613 3
check fin score diff nan
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 1 0.06242475726394173
check 0              PAYS CODE PAYS  \
1075  Yemen, Rep.       YEM   
1076  Yemen, Rep.       YEM   
1077  Yemen, Rep.       YEM   
1078  Yemen, Rep.       YEM   
1079  Yemen, Rep.       YEM   

                                           INDICATEUR_N         INDICATEUR  \
1075                           Nb élèves accès internet          ACC.IT.EL   
1076  Dépenses du gouvernement dédiées au cycle seco...  UIS.XGDP.23.FSGOV   
1077                Nombre d'inscription à l'université        SE.TER.ENRL   
1078               Nombre d'utilisateurs d'internet (%)     IT.NET.USER.P2   
1079                      Nombre d'inscription au lycée            UIS.E.3   

            MAJ ANNÉE_MAJ  NB_NAN  
1075   238291.0       NaN     NaN  
1076    0.85512      2011    13.0  
1077   267498.0      2011     7.0  
1078  24.579208      2016     2.0  
1079   701984.0      2013     8.0  
check 1 YEM
check 2, liste indic ['ACC.IT.EL', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'IT.NET.USER.P2', 'UIS.E.3']
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.025719615169080206
check 6, score entree 0 0
check 7, score sortie 0.03857942275362031 0
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.2333136408489485]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.2333136408489485], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.030818684665769737
check 6, score entree 0.03857942275362031 2
check 7, score sortie 0.08480744975227492 2
IT.NET.USER.P2
nope
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.06352094015239246
check 6, score entree 0.08480744975227492 4
check 7, score sortie 0.1800888599808636 4
check fin score diff 0.12333136408489485
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.10711068597143797
check 0         PAYS CODE PAYS                                       INDICATEUR_N  \
1080  Zambia       ZMB               Nombre d'utilisateurs d'internet (%)   
1081  Zambia       ZMB  Dépenses du gouvernement dédiées au cycle tert...   
1082  Zambia       ZMB  Dépenses du gouvernement dédiées au cycle seco...   
1083  Zambia       ZMB                Nombre d'inscription à l'université   
1084  Zambia       ZMB                           Nb élèves accès internet   

             INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1080     IT.NET.USER.P2  25.506579      2016     2.0  
1081  UIS.XGDP.56.FSGOV    0.44695      2005    13.0  
1082  UIS.XGDP.23.FSGOV    0.25146      2005    13.0  
1083        SE.TER.ENRL    56680.0      2012    12.0  
1084          ACC.IT.EL    14457.0       NaN     NaN  
check 1 ZMB
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [1.6166352642879696]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([1.6166352642879696], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [1.8422605244433974]
check 3 cas 1, score inves, entrée [array([1.6166352642879696], dtype=object)]
check 3bis cas 1, score inves, sortie [array([1.8422605244433974], dtype=object), array([1.6166352642879696], dtype=object)]
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.00651252589572423
check 6, score entree 0 3
check 7, score sortie 0.009768788843586345 3
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.0015603966431774281
check 6, score entree 0.009768788843586345 4
check 7, score sortie 0.012109383808352487 4
check fin score diff 0.17294478943656835
check fin score revenu entrée 2
check fin score revenu sortie 0.2
check S, cas 2 0.08192641983934486
check 0           PAYS CODE PAYS                                       INDICATEUR_N  \
1085  Zimbabwe       ZWE               Nombre d'utilisateurs d'internet (%)   
1086  Zimbabwe       ZWE  Dépenses du gouvernement dédiées au cycle tert...   
1087  Zimbabwe       ZWE  Dépenses du gouvernement dédiées au cycle seco...   
1088  Zimbabwe       ZWE                      Nombre d'inscription au lycée   
1089  Zimbabwe       ZWE                Nombre d'inscription à l'université   
1090  Zimbabwe       ZWE                           Nb élèves accès internet   

             INDICATEUR        MAJ ANNÉE_MAJ  NB_NAN  
1085     IT.NET.USER.P2  23.119989      2016     2.0  
1086  UIS.XGDP.56.FSGOV    0.45021      2010    12.0  
1087  UIS.XGDP.23.FSGOV    0.50527      2010    13.0  
1088            UIS.E.3   490522.0      2013    12.0  
1089        SE.TER.ENRL   135575.0      2015     9.0  
1090          ACC.IT.EL   144754.0       NaN     NaN  
check 1 ZWE
check 2, liste indic ['IT.NET.USER.P2', 'UIS.XGDP.56.FSGOV', 'UIS.XGDP.23.FSGOV', 'UIS.E.3', 'SE.TER.ENRL', 'ACC.IT.EL']
IT.NET.USER.P2
nope
UIS.XGDP.56.FSGOV
min, max check 2 0.091839998960495 4.72333002090454
check final: valeur max =  4.72333002090454 ,score calculé avec alpha et beta =  5.0
check diff [0.6131158607851022]
check 3 cas 1, score inves, entrée []
check 3bis cas 1, score inves, sortie [array([0.6131158607851022], dtype=object)]
UIS.XGDP.23.FSGOV
min, max check 2 0.0950900018215179 5.05168008804321
check final: valeur max =  5.05168008804321 ,score calculé avec alpha et beta =  5.0
check diff [0.5862276329939409]
check 3 cas 1, score inves, entrée [array([0.6131158607851022], dtype=object)]
check 3bis cas 1, score inves, sortie [array([0.5862276329939409], dtype=object), array([0.6131158607851022], dtype=object)]
UIS.E.3
check3a UIS.E.3
check 3 autres cas, pondération 1.5
min, max check 2 353.0 55228676.0
check final: valeur max =  55228676.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 9.053325772719913e-08 -3.195823997770129e-05
check 5, y 0.04437659640688347
check 6, score entree 0 3
check 7, score sortie 0.0665648946103252 3
SE.TER.ENRL
check3a SE.TER.ENRL
check 3 autres cas, pondération 1.5
min, max check 2 194.0 43367392.0
check final: valeur max =  43367392.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.1529451360911074e-07 -2.2367135640167485e-05
check 5, y 0.01560868654691502
check 6, score entree 0.0665648946103252 4
check 7, score sortie 0.08997792443069774 4
ACC.IT.EL
check3a ACC.IT.EL
check 3 autres cas, pondération 1.5
min, max check 2 0.0 46324760.0
check final: valeur max =  46324760.0 ,score calculé avec alpha et beta =  5.0
check 4, coeff 1.0793364067077735e-07 0.0
check 5, y 0.015623826221657705
check 6, score entree 0.08997792443069774 5
check 7, score sortie 0.11341366376318429 5
check fin score diff 0.05996717468895216
check fin score revenu entrée 1
check fin score revenu sortie 0.1
check S, cas 2 0.058166135840880095

Data_potentiel = Data_potentiel.sort_values('SCORE TOTAL',ascending = False)
Data_potentiel = Data_potentiel.reset_index()
Data_potentiel= Data_potentiel.drop(columns = 'index')
Data_potentiel.head(20)

	PAYS	CODE PAYS	REGION	SCORE REVENUS	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	SCORE TOTAL
0	China	CHN	East Asia & Pacific	3	5.00	3.96	5.00	NaN	4.52
1	India	IND	South Asia	2	3.70	5.00	2.79	0.07	3.72
2	United States	USA	North America	5	2.25	1.06	2.57	0.35	2.06
3	Brazil	BRA	Latin America & Caribbean	3	0.96	0.90	1.17	0.12	1.06
4	Russian Federation	RUS	Europe & Central Asia	5	0.76	0.26	0.78	0.42	0.77
5	Turkey	TUR	Europe & Central Asia	3	0.70	0.45	0.70	0.21	0.70
6	Indonesia	IDN	East Asia & Pacific	2	0.59	0.90	0.41	0.14	0.68
7	Japan	JPN	East Asia & Pacific	5	0.45	0.33	0.75	0.40	0.68
8	United Kingdom	GBR	Europe & Central Asia	5	0.27	0.38	0.67	0.32	0.60
9	Iran, Islamic Rep.	IRN	Middle East & North Africa	3	0.55	0.33	0.49	0.21	0.55
10	Mexico	MEX	Latin America & Caribbean	3	0.39	0.42	0.52	0.18	0.53
11	Germany	DEU	Europe & Central Asia	5	0.34	0.23	0.54	0.33	0.53
12	Korea, Rep.	KOR	East Asia & Pacific	5	0.38	0.17	0.52	0.37	0.53
13	France	FRA	Europe & Central Asia	5	0.28	0.24	0.46	0.32	0.48
14	Italy	ITA	Europe & Central Asia	5	0.21	0.25	0.30	0.38	0.43
15	Spain	ESP	Europe & Central Asia	5	0.23	0.15	0.32	0.38	0.41
16	Poland	POL	Europe & Central Asia	5	0.20	0.14	0.27	0.37	0.38
17	Argentina	ARG	Latin America & Caribbean	3	0.33	0.16	0.35	0.14	0.36
18	Saudi Arabia	SAU	Middle East & North Africa	5	0.18	0.15	0.26	0.31	0.36
19	Philippines	PHL	East Asia & Pacific	2	0.41	0.14	0.31	0.15	0.35

Data_potentiel[Data_potentiel['CODE PAYS']=='CAN']

	PAYS	CODE PAYS	REGION	SCORE REVENUS	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	SCORE TOTAL
28	Canada	CAN	North America	5	NaN	0.14	0.15	0.35	0.27

Data_update[(Data_update['CODE PAYS']== 'NGA')|(Data_update['CODE PAYS']== 'IND')
            |(Data_update['CODE PAYS']== 'CAN')|(Data_update['CODE PAYS']== 'GBR')]

##Commentaire Chine, donnée qui date de 2006, avec 5 ordinateur pour 100 personnes 
## Commentaire Inde, donnée qui date de 2007, avec 3 ordinateur pour 100 personnes
## Commentaire Canada, Avec une donnée manquante (nombre d'étudiant), le Canada arrive en 3ème position. 
##Le nombre de lycéen 

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	MAJ	ANNÉE_MAJ	NB_NAN
182	Canada	CAN	Nombre d'inscription au lycée	UIS.E.3	1531393.0	2013	5.0
183	Canada	CAN	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	1.39215	2011	13.0
184	Canada	CAN	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	1.73045	2012	8.0
185	Canada	CAN	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	89.84	2016	2.0
186	Canada	CAN	Nb élèves accès internet	ACC.IT.EL	1375803.0	NaN	NaN
440	India	IND	Nb élèves accès internet	ACC.IT.EL	25805339.0	NaN	NaN
441	India	IND	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	1.23058	2012	8.0
442	India	IND	Nombre d'inscription au lycée	UIS.E.3	55228676.0	2013	5.0
443	India	IND	Nombre d'inscription à l'université	SE.TER.ENRL	32107420.0	2015	3.0
444	India	IND	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	1.48175	2012	8.0
445	India	IND	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	29.547163	2016	2.0
725	Nigeria	NGA	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	25.67	2016	2.0
726	Nigeria	NGA	Nombre d'inscription à l'université	SE.TER.ENRL	1513371.0	2011	11.0
727	Nigeria	NGA	Nombre d'inscription au lycée	UIS.E.3	4046541.0	2010	8.0
728	Nigeria	NGA	Nb élèves accès internet	ACC.IT.EL	1427229.0	NaN	NaN
1030	United Kingdom	GBR	Nb élèves accès internet	ACC.IT.EL	6205933.0	NaN	NaN
1031	United Kingdom	GBR	Nombre d'inscription à l'université	SE.TER.ENRL	2352932.75	2014	4.0
1032	United Kingdom	GBR	Nombre d'inscription au lycée	UIS.E.3	4195081.5	2014	4.0
1033	United Kingdom	GBR	Dépenses du gouvernement dédiées au cycle seco...	UIS.XGDP.23.FSGOV	2.28238	2013	6.0
1034	United Kingdom	GBR	Dépenses du gouvernement dédiées au cycle tert...	UIS.XGDP.56.FSGOV	1.36234	2013	6.0
1035	United Kingdom	GBR	Nombre d'utilisateurs d'internet (%)	IT.NET.USER.P2	94.775801	2016	2.0

#Data_update[Data_update['INDICATEUR']=='IT.CMP.PCMP.P2'].sort_values('ANNÉE_MAJ', ascending = False)
#Data_update[Data_update['INDICATEUR']=='IT.NET.USER.P2'].sort_values('ANNÉE_MAJ', ascending = False)

Corrections et itération :

• itération 1 : Je supprime le Groenland, et les iles Féroé qui font partie du royaune de Danemark. Je supprime l'île GUAM qui est un territoire des U.S, j'ajoute leur code à la liste 'faux_pays'.

• itération 2 : le pays Trinidad and Tobago arrivait en 4ème position car j'appliquais un score de remplissage pour chaque indicateur. L'indicateur 'IT.CMP.PCMP.P2' relatif à la possession d'un PC qui présente 85% de valeur manquantes était alors fortement pénalisé. La démarche qui consiste à étudier le potentiel de chaque pays avec les dernière valeurs disponibles me dispense d'appliquer la pénalité.

• itération 3 : La CHINE arrive en 10ème position alors que son score d'inscrit à l'université est 5 et que son score d'inscrit au lycée est 3. L'INDE arrive en 38ème position alors ses scores d'inscriptionau lycée et en université sont resp. 5 et 3.96. Les deux pays perdent des points sur l'accès à un ordinateur personnel et l'accès à un internet.

• itération 4 : Pour le calcul du score total, chaque moyenne pondérée doit être calculé avec le même poid_total (somme de tous les poids)... Plutôt que le poid_total soit calculé pour chaque ligne de data_potentiel. Autrement, des pays qui n'ont que deux indicateurs sur 5 peuvent se retrouver en pole position sans que l'essentiel ne soit renseigné.

• itération 5 :J'ai baissé la pondération de 'DIFF' qui mesure la différence entre le score revenu et l'investissement du gouvernement dans l'éducation. $P_k = 0.1$ au lieu de $P_k = 0.4$

• itération 6 : Le luxembourg arrive en 7ème position alors que leur score étudiant est nul. Je choisie d'augmenter la pondération pour le nombre d'étudiant à $P_k = 1.$

• itération 7 :

  • Le luxembourg arrive en 8ème position alors que leur score étudiant est nul. Il y a au total 6000 étudiants contre 32 millions en Inde qui est en 9ème position. Les données relatives à la possession d'un PC date de 2007 pour l'Inde avec 3 ordinateurs pour 100 personnes, 15 ans plus tard je ne suis pas sûre que ce soit le cas. Dans la table Data_update, les données les plus récentes pour l'indicateur IT.CMP.PCMP.P2 date de l'année 2009, et les plus anciennes de 2005. Depuis 2009 d'autres outils ont fait leur apparition :tablette,smartphone etc faire boxplot

  • Je choisie une approche probabiliste du problème pour ajuster les pondérations.Soit $N$, le nombre total d'étudiant. Je multiplie $N$ par le pourcentage de personnes ayant accès à internet et par le pourcentage de personnes ayant accès à un ordinateur. Pour le nombre d'inscrits $N$ au lycée ou à l'université, $P_k = N.$x IT.CMP.PCMP.P2 xIT.NET.USER.P2. Je crée donc deux nouveaux indicateurs 'ACC.IT.EL', 'ACC.IT.EL'

• itération 8 : Je supprime les indicateurs IT.CMP.PCMP.P2 xIT.NET.USER.P2. et je garde les indicateurs que j'ai crée. 'ACC.IT.EL', 'ACC.IT.EL'. Je maintiens les indicateurs de taux d'inscription et je les baisse à la pondération $P_k = .8$

Data_potentiel[Data_potentiel['REGION']== 'Sub-Saharan Africa']

	PAYS	CODE PAYS	REGION	SCORE REVENUS	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	SCORE TOTAL
26	South Africa	ZAF	Sub-Saharan Africa	3	0.12	0.27	0.23	0.18	0.30
30	Nigeria	NGA	Sub-Saharan Africa	2	0.17	0.37	0.15	NaN	0.26
91	Angola	AGO	Sub-Saharan Africa	3	0.03	0.03	0.01	0.25	0.14
95	Congo, Dem. Rep.	COD	Sub-Saharan Africa	1	0.05	0.21	0.02	0.07	0.13
100	South Sudan	SSD	Sub-Saharan Africa	2	NaN	NaN	NaN	0.19	0.11
101	Sudan	SDN	Sub-Saharan Africa	2	0.07	0.08	0.05	NaN	0.11
102	Seychelles	SYC	Sub-Saharan Africa	3	0.00	0.00	0.00	0.22	0.11
110	Gabon	GAB	Sub-Saharan Africa	3	NaN	NaN	NaN	NaN	0.11
112	Ghana	GHA	Sub-Saharan Africa	2	0.05	0.08	0.05	0.04	0.11
115	Cameroon	CMR	Sub-Saharan Africa	2	0.04	0.05	0.03	0.11	0.11
118	Equatorial Guinea	GNQ	Sub-Saharan Africa	5	NaN	0.00	0.00	NaN	0.11
125	Kenya	KEN	Sub-Saharan Africa	1	0.02	0.17	0.06	0.00	0.10
127	Mauritius	MUS	Sub-Saharan Africa	3	0.00	0.01	0.01	0.14	0.10
128	Namibia	NAM	Sub-Saharan Africa	3	0.00	0.00	0.00	0.11	0.09
135	Zambia	ZMB	Sub-Saharan Africa	2	0.01	NaN	0.00	0.17	0.08
136	Cote d'Ivoire	CIV	Sub-Saharan Africa	2	0.02	0.03	0.02	0.07	0.08
145	Mauritania	MRT	Sub-Saharan Africa	2	0.00	0.00	0.00	0.15	0.08
150	Botswana	BWA	Sub-Saharan Africa	3	0.01	0.01	0.00	0.00	0.07
152	Ethiopia	ETH	Sub-Saharan Africa	1	0.09	0.05	0.02	0.00	0.07
153	Sao Tome and Principe	STP	Sub-Saharan Africa	2	0.00	0.00	0.00	0.15	0.07
154	Senegal	SEN	Sub-Saharan Africa	2	0.02	0.01	0.01	0.05	0.07
161	Zimbabwe	ZWE	Sub-Saharan Africa	1	0.02	0.04	0.02	0.06	0.06
163	Congo, Rep.	COG	Sub-Saharan Africa	2	0.00	0.01	0.00	0.07	0.06
167	Cabo Verde	CPV	Sub-Saharan Africa	2	0.00	0.00	0.00	0.06	0.06
173	Madagascar	MDG	Sub-Saharan Africa	1	0.01	0.03	0.00	0.06	0.05
174	Uganda	UGA	Sub-Saharan Africa	1	0.02	0.02	0.01	0.06	0.05
176	Lesotho	LSO	Sub-Saharan Africa	2	0.00	0.00	0.00	0.00	0.05
178	Swaziland	SWZ	Sub-Saharan Africa	2	0.00	0.00	0.00	0.05	0.05
180	Central African Republic	CAF	Sub-Saharan Africa	1	0.00	0.00	0.00	0.08	0.04
183	Rwanda	RWA	Sub-Saharan Africa	1	0.01	0.02	0.01	0.02	0.04
184	Benin	BEN	Sub-Saharan Africa	1	0.02	0.02	0.00	0.01	0.04
185	Mozambique	MOZ	Sub-Saharan Africa	1	0.02	0.01	0.01	0.01	0.04
186	Guinea	GIN	Sub-Saharan Africa	1	0.01	0.02	0.00	0.01	0.04
187	Tanzania	TZA	Sub-Saharan Africa	1	0.02	0.02	0.00	0.04	0.04
188	Guinea-Bissau	GNB	Sub-Saharan Africa	1	0.00	0.00	0.00	0.07	0.04
191	Burkina Faso	BFA	Sub-Saharan Africa	1	0.01	0.01	0.00	0.04	0.04
192	Mali	MLI	Sub-Saharan Africa	1	0.01	0.03	0.00	0.00	0.04
194	Burundi	BDI	Sub-Saharan Africa	1	0.01	0.01	0.00	0.00	0.03
195	Sierra Leone	SLE	Sub-Saharan Africa	1	NaN	0.01	0.00	0.03	0.03
196	Chad	TCD	Sub-Saharan Africa	1	0.00	0.01	0.00	0.03	0.03
197	Comoros	COM	Sub-Saharan Africa	1	0.00	0.00	0.00	0.03	0.03
198	Eritrea	ERI	Sub-Saharan Africa	1	0.00	0.01	0.00	NaN	0.03
199	Gambia, The	GMB	Sub-Saharan Africa	1	0.00	0.00	0.00	0.04	0.03
200	Togo	TGO	Sub-Saharan Africa	1	0.01	0.01	0.00	0.01	0.03
201	Malawi	MWI	Sub-Saharan Africa	1	0.00	0.01	0.00	0.00	0.03
202	Niger	NER	Sub-Saharan Africa	1	0.00	0.01	0.00	0.00	0.03
203	Liberia	LBR	Sub-Saharan Africa	1	0.01	0.01	0.00	0.01	0.03
204	Somalia	SOM	Sub-Saharan Africa	1	NaN	0.00	0.00	NaN	0.02

3.5 Analyse des résultats

Les cinq premiers pays en terme de potentiel d'expansion sont avec les critères posés.

1. La Chine
2. L'Inde
3. Les États-Unis
4. Le Brésil
5. La Russie

Je tiens à prendre en compte un critère d'attractivité d'investissement. J'utilise le classement Forbes 2021. (cf. lien https://www.forbes.fr/finance/investissement-classement-des-pays-les-plus-attrayants-la-france-performe/)

En tenant compte de cette étude, le top 10 des pays que je recommanderais :

1. La Chine
2. L'Inde
3. Les États-Unis
4. Le Brésil
5. Le Japon
6. La Grande-Bretagne
7. L'Indonésie
8. La Turquie
9. L'Allemagne
10. La Corée du Sud

Data_potentiel['SCORE REVENUS'] = pd.to_numeric(Data_potentiel['SCORE REVENUS'])
Data_potentiel.head(20)

	PAYS	CODE PAYS	REGION	SCORE REVENUS	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	SCORE TOTAL
0	China	CHN	East Asia & Pacific	3	5.00	3.96	5.00	NaN	4.52
1	India	IND	South Asia	2	3.70	5.00	2.79	0.07	3.72
2	United States	USA	North America	5	2.25	1.06	2.57	0.35	2.06
3	Brazil	BRA	Latin America & Caribbean	3	0.96	0.90	1.17	0.12	1.06
4	Russian Federation	RUS	Europe & Central Asia	5	0.76	0.26	0.78	0.42	0.77
5	Turkey	TUR	Europe & Central Asia	3	0.70	0.45	0.70	0.21	0.70
6	Indonesia	IDN	East Asia & Pacific	2	0.59	0.90	0.41	0.14	0.68
7	Japan	JPN	East Asia & Pacific	5	0.45	0.33	0.75	0.40	0.68
8	United Kingdom	GBR	Europe & Central Asia	5	0.27	0.38	0.67	0.32	0.60
9	Iran, Islamic Rep.	IRN	Middle East & North Africa	3	0.55	0.33	0.49	0.21	0.55
10	Mexico	MEX	Latin America & Caribbean	3	0.39	0.42	0.52	0.18	0.53
11	Germany	DEU	Europe & Central Asia	5	0.34	0.23	0.54	0.33	0.53
12	Korea, Rep.	KOR	East Asia & Pacific	5	0.38	0.17	0.52	0.37	0.53
13	France	FRA	Europe & Central Asia	5	0.28	0.24	0.46	0.32	0.48
14	Italy	ITA	Europe & Central Asia	5	0.21	0.25	0.30	0.38	0.43
15	Spain	ESP	Europe & Central Asia	5	0.23	0.15	0.32	0.38	0.41
16	Poland	POL	Europe & Central Asia	5	0.20	0.14	0.27	0.37	0.38
17	Argentina	ARG	Latin America & Caribbean	3	0.33	0.16	0.35	0.14	0.36
18	Saudi Arabia	SAU	Middle East & North Africa	5	0.18	0.15	0.26	0.31	0.36
19	Philippines	PHL	East Asia & Pacific	2	0.41	0.14	0.31	0.15	0.35

Graphes

1. Représentativité : nombre d'indicateur disponible par région

2. Variabilité des indicateurs par régions

indic_freq = Data_potentiel.groupby('REGION')[['SE.TER.ENRL','UIS.E.3','ACC.IT.EL',
                                               'DIFF.INV.REV','PAYS']].count()
indic_freq = indic_freq.rename(columns={'PAYS': 'Nombre total de pays'})
indic_freq.loc[len(indic_freq)] = [indic_freq['SE.TER.ENRL'].sum(),indic_freq['UIS.E.3'].sum(),
                                  indic_freq['ACC.IT.EL'].sum(),indic_freq['DIFF.INV.REV'].sum(),
                                   indic_freq['Nombre total de pays'].sum()]
indic_freq = indic_freq.rename({7:'Total'})
indic_freq

	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV	Nombre total de pays
REGION
East Asia & Pacific	24	30	30	18	34
Europe & Central Asia	51	52	52	48	52
Latin America & Caribbean	33	37	35	32	40
Middle East & North Africa	20	21	21	16	21
North America	1	2	2	2	2
South Asia	8	7	8	7	8
Sub-Saharan Africa	43	45	46	42	48
Total	180	194	194	165	205

indic_freq = indic_freq.reset_index()
for i,row in indic_freq.iterrows():
    for j in range(1,6):
        indic_freq.iloc[i,j]= round((row[j]/row[-1])*100,2)
indic_freq = indic_freq.drop(columns='Nombre total de pays')
indic_freq = indic_freq.drop(7)
indic_freq 

	REGION	SE.TER.ENRL	UIS.E.3	ACC.IT.EL	DIFF.INV.REV
0	East Asia & Pacific	70.59	88.24	88.24	52.94
1	Europe & Central Asia	98.08	100.00	100.00	92.31
2	Latin America & Caribbean	82.50	92.50	87.50	80.00
3	Middle East & North Africa	95.24	100.00	100.00	76.19
4	North America	50.00	100.00	100.00	100.00
5	South Asia	100.00	87.50	100.00	87.50
6	Sub-Saharan Africa	89.58	93.75	95.83	87.50

#Sélection du dataset à tracer
indic_freq_sort = indic_freq.sort_values('REGION')
region = indic_freq_sort.REGION.values.tolist()
ls = indic_freq_sort.columns.tolist()[1:]

dic = {'SE.TER.ENRL':'Nombre d\'inscription à l\'université', 'UIS.E.3':'Nombre d\'inscription au lycée',
      'ACC.IT.EL':'Nombre d\'élèves ayant accès à internet',
       'DIFF.INV.REV':'Écart revenu et investissement du gouvernement'}

fig, axs = plt.subplots(2,2,dpi=200,figsize = (12,10))
cmap = plt.cm.Blues
a = (np.arange(2,8,0.5))/7
#cmap(a)

#plt.rcParams.update({'figure.autolayout': True})
plt.style.use('seaborn-whitegrid')
i=0
for count,indic in enumerate(ls):  
    y = indic_freq_sort[indic].values
    if count < 2:
        ax = axs[i,count]
        ax= plt.subplot(2,2,count+1)
        ax.barh(region, y, height = 1.0, color = cmap(a))
        labels = ax.get_xticklabels()
        ax.axvline(100, ls='--', color='g')
        ax.set_xlabel('Taux d\'enregistrement (%)', fontsize=8, labelpad = 10)
        A = dic[indic]+'\n'+'('+indic+')'
        ax.set_title(A,fontsize=10,  pad = 10)
        ax.tick_params(labelsize =8)
        ax.margins(0)
    else:
        i=1
        ax = axs[i,count-2]
        ax= plt.subplot(2,2,count+1)
        ax.barh(region, y, height = 1.0, color =cmap(a))
        labels = ax.get_xticklabels()
        ax.axvline(100, ls='--', color='g')
        ax.set_xlabel('Taux d\'enregistrement (%)', fontsize=8, labelpad = 10)
        A = dic[indic]+'\n'+'('+indic+')'
        ax.set_title(A,fontsize=10, pad = 10)
        ax.tick_params(labelsize =8)
        ax.margins(0)

plt.subplots_adjust(hspace=0.3,wspace=0.4)
        
#fig.subplots_adjust(hspace=0.,wspace=0)
#fig.tight_layout()
plt.show()

#save plot
fig.savefig('P2_3_5_1.png', transparent=False, dpi=200)

Pour évaluer la représentativité des indicateurs, je visualise le taux d'enregistrement par région, pour chacun des indicateurs. Un taux d'enregistrement de 100% indique que pour tous les pays de la région donnée, une valeur a pu être enregistrée.

print(plt.style.available)

['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']

#print(plt.style.available)
##2 
##Sélection des datasets
ls_indic = Data_potentiel.columns.tolist()[3:]
region = Data_potentiel['REGION'].unique().tolist()

## itérables

for i,indic in enumerate(ls_indic):
    X = []
    med = []
    plt.style.use('seaborn-whitegrid')
    fig,ax = plt.subplots(figsize=(10,8), dpi=200)
    #print(i,indic)
    for j,reg in enumerate(region):
        #print('check région',reg)
        y = Data_potentiel.loc[Data_potentiel['REGION']==reg,indic].values
        mediane = np.nanquantile(y,0.5)
        med.append(mediane)
        #print('med',med)
        #print(y)
        y = y[~(np.isnan(y))] #Suppression des nan 
        X.append(y)
        #print('check X:',j,reg,X)
    bp = ax.violinplot(X,showmedians= False)
    ind_x = np.arange(1,j+2)
    #ind_y = np.arange(0,5.5)
    ax.scatter(ind_x, med, marker='o', color='white', s=30, zorder=3)
    #print(ind)
    ax.set_xticks(ind_x,labels = region)
    #ax.set_yticks(ind_y,labels = region)
    plt.setp(ax.get_xticklabels(), rotation=45, ha="right",
         rotation_mode="anchor")
    st = 'Dispersion des scores par région'+'\n'+'indicateur '+ indic
    ax.set_title(st, fontsize = 14, pad = 12)
    ax.set_ylabel('Score', fontsize = 12, labelpad = 10)
    ax.legend(loc = 'best', frameon = True, framealpha= 1)
    ax.tick_params(labelsize =12)
    ax.set_facecolor('#eafff5')
    plt.show()
    #save plot
    nomfichier = 'P2_3_5_2'+'disp_'+indic.lower()+'.png'
    fig.savefig(nomfichier, transparent=False, dpi=200, bbox_inches= 'tight')

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

4. Évolution du potentiel

Afin d'évaluer l'évolution du potentiel, je reviens à la table Data pour étudier les valeurs projetées.

4.1 Évaluation de la qualité des valeurs projetées

import missingno as msno
CRIT = ['IT.NET.USER.P2', 'SE.TER.ENRL', 'UIS.E.3','UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
dic['IT.NET.USER.P2'] = 'Nombre de personnes ayant accès à internet'
dic['UIS.XGDP.23.FSGOV'] = 'Investissement du gouvernement (cycle secondaire) %PIB'
dic['UIS.XGDP.56.FSGOV'] = 'Investissement du gouvernement (cycle tertiare) %PIB'

for count,cr in enumerate(CRIT):
    A = Data[Data['INDICATEUR'] == cr]
    A_vm = A.sample(200)
    %matplotlib inline
    msno.matrix(A_vm)
    tick = np.arange(A.shape[1])
    lab = A.columns.tolist()
    plt.title('Visualisation des valeurs manquantes de la table Data \n'
              + 'Indicateur '+cr+':'+dic[cr],
          pad = 0, fontsize = 20)
    plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
    plt.savefig('4_1_'+str(count+1)+cr[:1]+'.png', bbox_inches='tight')

Pour les indicateurs que j'ai sélectionné aucune valeur n'est disponible au delà de l'année 2016. J'envisage donc d'effectuer les projections nécessaires par régression.

Stratégie :

1. Traiter les valeurs manquantes de la table Data pour les indicateurs sélectionnés entre 2005 et 2016
2. Calcul des scores entre 2005 et 2016
3. Visualiser l'évolution des scores
4. Conclusion sur les cinq pays prioritaires.

4.2 Traitement des valeurs manquantes

• Je restreint Data_sub aux indicateurs sélectionnés.

• Pour traiter les valeurs manquantes de la table Data_sub, j'envisage de les remplacer par une valeur médiane du groupe correspondant à l'indicateur, la région à laquelle le pays appartient et au groupe de revenu auquel le pays appartient.

Exemple : Pour le pays AFG et l'indicateur 'UIS.E.3', il manque la donnée de 2015. Je calcule la médiane de l'indicateur 'UIS.E.3' pour l'année 2015, pour la région et pour le revenus correspondant à l'Afghanistan et je l'affecte à la valeur manquante.

Data_sub = Data_sub_v0
Data_sub.insert(2,'RÉGION',np.nan)
Data_sub.insert(3,'REVENUS',np.nan)

PAYS_ls = Data_sub['CODE PAYS'].unique().tolist()

for c, pays in enumerate(PAYS_ls):
    #print('check pays ',pays)
    mask = Data_sub['CODE PAYS']== pays
    mask01 = Country_sub['CODE PAYS']==pays
    Data_sub.loc[mask,['RÉGION']]=Country_sub.loc[mask01, ['REGION']].values[0]
    Data_sub.loc[mask,['REVENUS']]=Country_sub.loc[mask01, ['REVENUS']].values[0]

Data_sub = Data_sub[Data_sub['INDICATEUR'].isin(dic)]
Data_sub.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
1204	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	NaN	NaN	NaN	NaN	95185.00	NaN	97504.0	NaN	NaN	262874.0	NaN	NaN
1214	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	190104.000000	271144.000000	285290.0	361193.00	443002.00	567344.0	743405.0	881415.000000	969267.0	968769.0	NaN	NaN
1265	Afghanistan	AFG	South Asia	Low income	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1266	Afghanistan	AFG	South Asia	Low income	Government expenditure on tertiary education a...	UIS.XGDP.56.FSGOV	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1375	Afghanistan	AFG	South Asia	Low income	Internet users (per 100 people)	IT.NET.USER.P2	1.224148	2.107124	1.9	1.84	3.55	4.0	5.0	5.454545	5.9	7.0	8.26	10.595726

Data_sub.head()
indic = Data_sub['INDICATEUR'].unique().tolist()
print(indic)
for count, i in enumerate(indic):
    fig, ax = plt.subplots(3,3, figsize= (12,12), dpi=200)
    #print(i)
    an_fix = '2010'   
    mask_ind = Data_sub['INDICATEUR']==i
    df_tampon = Data_sub[mask_ind]
    #print(count,i,df_tampon.head())
    reg_ls = df_tampon['RÉGION'].unique().tolist()
    #print('check liste region', reg_ls)
    seq_Y = []
    j=0
    for nu,reg in enumerate(reg_ls): 
        seq_Y = []
        #print('check région',reg)
        df_tampon_0= df_tampon[df_tampon['RÉGION']==reg]
        #print(df_tampon_0.head())
        rev_ls = df_tampon_0['REVENUS'].unique().tolist()
        #print('check revenu',rev_ls)
        if len(rev_ls)==1:
            Y = df_tampon_0[an_fix].values
            Y = Y[np.logical_not(np.isnan(Y))]
            #print('check Y cas 1=',Y)  
            seq_Y.append(Y)
        else :
            #print('check cas 2')
            for c,rev in enumerate(rev_ls):
                #print(rev)
                Y = df_tampon_0.loc[df_tampon_0['REVENUS']==rev,an_fix].values
                Y = Y[np.logical_not(np.isnan(Y))]
                #print('check Y cas 2 =',Y)  
                seq_Y.append(Y)
                #print(seq_Y)
        if nu <3 :
            #print(nu)
            #print('cas nu < 3', rev_ls)
            ax[0,nu].boxplot(seq_Y, widths=0.4, patch_artist=True,
                showmeans=False, showfliers= False,
                medianprops={"color": "white", "linewidth": 0.6},
                boxprops={"facecolor": "C3", "edgecolor": "white",
                          "linewidth": 0.5},
                whiskerprops={"color": "C0", "linewidth": 1.5},
                capprops={"color": "C0", "linewidth": 1.5})
            tick_position = np.arange(len(seq_Y))+1
            #print(tick_position)
            ax[0,nu].set_xticks(ticks = tick_position,labels = rev_ls)
            ax[0,nu].set_title(reg, fontsize =10, pad = 6)
            ax[0,nu].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
            ax[0,nu].tick_params(axis = 'x',labelsize =6, rotation =45, 
                                   direction = 'out', length = 6,width = 1, bottom = True)
            plt.setp(ax[0,nu].get_xticklabels(), ha="right", rotation_mode="anchor")
            ax[0,nu].set_facecolor('#eafff5')
        elif nu <6:
            ax[1,nu-4].boxplot(seq_Y, widths=0.4, patch_artist=True,
                showmeans=False, showfliers= False,
                medianprops={"color": "white", "linewidth": 0.6},
                boxprops={"facecolor": "C3", "edgecolor": "white",
                          "linewidth": 0.5},
                whiskerprops={"color": "C0", "linewidth": 1.5},
                capprops={"color": "C0", "linewidth": 1.5})
            tick_position = np.arange(len(seq_Y))+1
            #print(tick_position)
            ax[1,nu-4].set_xticks(ticks = tick_position,labels = rev_ls)
            ax[1,nu-4].set_title(reg, fontsize =10, pad = 6)
            ax[1,nu-4].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
            ax[1,nu-4].tick_params(axis = 'x',labelsize =6, rotation =45, 
                                   direction = 'out', length = 6,width = 1, bottom = True)
            plt.setp(ax[1,nu-4].get_xticklabels(), ha="right", rotation_mode="anchor")
            ax[1,nu-4].set_facecolor('#eafff5')
        else: 
            ax[2,nu-6].boxplot(seq_Y, widths=0.4, patch_artist=True,
                showmeans=False, showfliers= False,
                medianprops={"color": "white", "linewidth": 0.6},
                boxprops={"facecolor": "C3", "edgecolor": "white",
                          "linewidth": 0.5},
                whiskerprops={"color": "C0", "linewidth": 1.5},
                capprops={"color": "C0", "linewidth": 1.5})
            tick_position = np.arange(len(seq_Y))+1
            #print(tick_position)
            ax[2,nu-6].set_xticks(ticks = tick_position,labels = rev_ls)
            ax[2,nu-6].set_title(reg, fontsize =10, pad = 6)
            ax[2,nu-6].set_ylabel(dic[i]+'\n, (2010)', fontsize =8)
            ax[2,nu-6].tick_params(axis = 'x',labelsize =6, rotation =45, 
                                   direction = 'out', length = 6,width = 1, bottom = True)
            plt.setp(ax[2,nu-6].get_xticklabels(), ha="right", rotation_mode="anchor")
            ax[2,nu-6].set_facecolor('#eafff5')
    plt.subplots_adjust(hspace=0.7,wspace=0.4)
    #fig.ylabel(dic[i]+'\n, (2010)')
    plt.savefig('4_2'+i+'_.png',bbox_inches = 'tight')

['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']

Correction et itérations :

Les disparités que les boxplots des figures précédentes mettent en évidence pour l'année 2010 (l'année la plus renseignée de toute la table), me dissuadent d'implémenter la technique des médianes par region et niveau de revenus. Cette technique inhibe les outliers et fausse les score des futurs pays à fort potentiels. Pour chaque pays et chaque indicateur, je décide de remplacer les valeurs manquantes par la valeur médiane de chaque ligne et donc propre aux pays étudié.

Data_sub['NB_NAN'] = Data_sub.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_sub['NB_NAN'].max())
Data_sub = Data_sub[Data_sub['NB_NAN'] < Data_sub['NB_NAN'].max()]
print(Data_sub.shape)

#med = np.nanquantile(y,0.5)
#print(med)
#np.nan_to_num(y,copy = False, nan = med)

nombre max de valeur manquantes: 12
(886, 19)

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3825265468.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  Data_sub['NB_NAN'] = Data_sub.isna().sum(axis=1)

A = Data_sub.sample(100)
%matplotlib inline
msno.matrix(A)

<AxesSubplot:>

#med = np.nanquantile(y,0.5)
Data_sub = Data_sub.reset_index()
Data_sub = Data_sub.drop(columns = ['index'])
Data_sub.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN
0	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	NaN	NaN	NaN	NaN	95185.00	NaN	97504.0	NaN	NaN	262874.0	NaN	NaN	9
1	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	190104.000000	271144.000000	285290.0	361193.00	443002.00	567344.0	743405.0	881415.000000	969267.0	968769.0	NaN	NaN	2
2	Afghanistan	AFG	South Asia	Low income	Internet users (per 100 people)	IT.NET.USER.P2	1.224148	2.107124	1.9	1.84	3.55	4.0	5.0	5.454545	5.9	7.0	8.26	10.595726	0
3	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	63257.000000	74747.000000	86863.0	90606.00	93139.00	122326.0	134877.0	160839.000000	173029.0	173819.0	160527.00	NaN	1
4	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in upper secondary education, both s...	UIS.E.3	156015.000000	164572.000000	173269.0	177572.00	132803.00	140657.0	150134.0	152182.000000	154425.0	151937.0	NaN	NaN	2

**Erreur** print(Data_crit[Data_crit['CODE PAYS']=='VGB']) 'VGB'in Country_sub['CODE PAYS'] ##Les virgins islands qui font parti du royaume-uni sont dans la liste des pays de la table Data ## et non dans celle de la table Country_sub. Ce qui produisait une erreur ! ## Cette erreur me pousse à réitérer le nettoyage de Data et à ajouter le code 'VGB' à la liste des faux_pays

#Stratégie (itération 1)
df_Med = Data_sub.groupby(['CODE PAYS','PAYS','INDICATEUR',]).median()

#Stratégie précédente (itération 0) #df_Med = Data_sub.groupby(['INDICATEUR','RÉGION','REVENUS']).median() #df_Med = df_Med.reset_index()

df_Med.head()
df_Med.shape

(886, 13)

print(df_Med.isna().mean())
print('taux moyen de valeurs manquantes ',df_Med.isna().mean().mean())

2005      0.274266
2006      0.284424
2007      0.262980
2008      0.240406
2009      0.226862
2010      0.206546
2011      0.206546
2012      0.252822
2013      0.306998
2014      0.425508
2015      0.645598
2016      0.770880
NB_NAN    0.000000
dtype: float64
taux moyen de valeurs manquantes  0.315679805521792

J'obtiens un tableau de 886 lignes et de 13 colonnes. À chaque ligne est associé un indicateur, une région, une catégorie de revenu (clé primaire). Les données du tableau sont les médianes de cette clé primaire de 2005 à 2016. Il y a un taux moyen de valeur manquantes d'environ 32 %.

Je choisie de remplir la table def_Med de proche en proche

Stratégie :

• Remplir df_Med de proche en proche avec fillna(), ligne par ligne, en gardant en référence la dernière valeur disponible.

• Remplir Data_crit à de l'aide fillna() et de la table df_Med

df_Med = df_Med.reset_index()
df_Med = df_Med.drop(columns = 'NB_NAN')
df_Med = df_Med.fillna(method ='bfill', axis = 1)
df_Med = df_Med.fillna(method ='ffill', axis = 1)
df_Med.head()

	CODE PAYS	PAYS	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	ABW	Aruba	IT.NET.USER.P2	25.40000	28.00000	30.90000	52.00000	58.00000	62.00000	69.00000	74.00000	78.90000	83.78000	88.661227	93.542454
1	ABW	Aruba	SE.TER.ENRL	2106.00000	2094.00000	2232.00000	2242.00000	2196.00000	2330.00000	2504.00000	2621.00000	1181.00000	1235.00000	1166.000000	1166.000000
2	ABW	Aruba	UIS.E.3	3678.00000	3883.00000	4430.00000	4060.00000	3976.00000	3913.00000	3970.00000	4841.00000	4841.00000	4841.00000	4841.000000	4841.000000
3	ABW	Aruba	UIS.XGDP.23.FSGOV	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.252960	1.252960
4	ABW	Aruba	UIS.XGDP.56.FSGOV	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.537600	0.537600

#Test du remplissage de df_Med
print(df_Med.isna().mean())
df_Med.head()

CODE PAYS     0.0
PAYS          0.0
INDICATEUR    0.0
2005          0.0
2006          0.0
2007          0.0
2008          0.0
2009          0.0
2010          0.0
2011          0.0
2012          0.0
2013          0.0
2014          0.0
2015          0.0
2016          0.0
dtype: float64

	CODE PAYS	PAYS	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	ABW	Aruba	IT.NET.USER.P2	25.40000	28.00000	30.90000	52.00000	58.00000	62.00000	69.00000	74.00000	78.90000	83.78000	88.661227	93.542454
1	ABW	Aruba	SE.TER.ENRL	2106.00000	2094.00000	2232.00000	2242.00000	2196.00000	2330.00000	2504.00000	2621.00000	1181.00000	1235.00000	1166.000000	1166.000000
2	ABW	Aruba	UIS.E.3	3678.00000	3883.00000	4430.00000	4060.00000	3976.00000	3913.00000	3970.00000	4841.00000	4841.00000	4841.00000	4841.000000	4841.000000
3	ABW	Aruba	UIS.XGDP.23.FSGOV	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.25296	1.252960	1.252960
4	ABW	Aruba	UIS.XGDP.56.FSGOV	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.53760	0.537600	0.537600

#Data_sub[Data_sub['CODE PAYS']=='CHN']

col = Data_sub.columns[6:-1] #col est la liste constitué des années 2005 à 2016
col.to_list()
print(col)

##Deuxième tentative (OK)
for i,r in Data_sub.iterrows():
    if r.NB_NAN >0 : #Le code ne s'applique qu'aux lignes ayant des valeurs nulles
        #print('check 1',r[0])
        #reg = r.RÉGION - stratégie, itération 0
        #rev = r.REVENUS - stratégie, itération 0
        pays = r['CODE PAYS']
        cr = r['INDICATEUR']
        #print('check 2',reg,rev,cr)
        for idx,an in enumerate(col):
            #print('check 3',an)
            if np.isnan(r[an]): #utilisation de np.isnan() car  isna() ne fonctionne pas pour les float
                #print(an)
                mask1= df_Med['INDICATEUR']==cr
                mask2 = df_Med['CODE PAYS']==pays
                #mask2= df_Med['RÉGION']==reg - stratégie, itération 0
                #mask3= df_Med['REVENUS']==rev - stratégie, itération 0
                mask4 = (mask1) & (mask2)
                #print(i,idx)
                #print(df_Med.loc[mask4,an])
                Data_sub.iloc[i,idx+6]= df_Med.loc[mask4,an].values

Index(['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013',
       '2014', '2015', '2016'],
      dtype='object')

Data_sub.isna().mean()

PAYS            0.0
CODE PAYS       0.0
RÉGION          0.0
REVENUS         0.0
INDICATEUR_N    0.0
INDICATEUR      0.0
2005            0.0
2006            0.0
2007            0.0
2008            0.0
2009            0.0
2010            0.0
2011            0.0
2012            0.0
2013            0.0
2014            0.0
2015            0.0
2016            0.0
NB_NAN          0.0
dtype: float64

Data_sub.NB_NAN = round(1-(Data_sub.NB_NAN/11),2)
Data_sub= Data_sub.rename(columns = {'NB_NAN': 'TAUX DE REMPLISSAGE'})
print('La table Data_sub a ', Data_sub.shape[0] ,'lignes')
Data_sub.head()

La table Data_sub a  886 lignes

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	TAUX DE REMPLISSAGE
0	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	95185.000000	95185.000000	95185.0	95185.00	95185.00	97504.0	97504.0	262874.000000	262874.0	262874.0	262874.00	262874.000000	0.18
1	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	190104.000000	271144.000000	285290.0	361193.00	443002.00	567344.0	743405.0	881415.000000	969267.0	968769.0	968769.00	968769.000000	0.82
2	Afghanistan	AFG	South Asia	Low income	Internet users (per 100 people)	IT.NET.USER.P2	1.224148	2.107124	1.9	1.84	3.55	4.0	5.0	5.454545	5.9	7.0	8.26	10.595726	1.00
3	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	63257.000000	74747.000000	86863.0	90606.00	93139.00	122326.0	134877.0	160839.000000	173029.0	173819.0	160527.00	160527.000000	0.91
4	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in upper secondary education, both s...	UIS.E.3	156015.000000	164572.000000	173269.0	177572.00	132803.00	140657.0	150134.0	152182.000000	154425.0	151937.0	151937.00	151937.000000	0.82

#df_Med[df_Med['RÉGION']=='South Asia']
#Data_sub[Data_sub['CODE PAYS'] == 'AFG'].iloc[0]

##Création d'un nouvel indicateur ACC.IT.EL
#Fonction access_eleve renvoie le nombre d'élève ayant accès à internet
#et le nombre d'élève ayant accès à un PC pour l'un des indicateurs 'SE.TER.ENRL' ou 'UIS.E.3' donné.

def access_eleve2(indic, codepays, df, an): #indicateur 'SE.TER.ENRL' ou 'UIS.E.3'
    ind_lis = df.loc[df['CODE PAYS']==codepays,'INDICATEUR'].unique().tolist()
    #print('check ', ind_lis)
    #print(indic)
    ind_it = 'IT.NET.USER.P2'
    mask00 = df['CODE PAYS']==codepays
    mask01 = df['INDICATEUR']==indic
    nb_= df.loc[(mask00 & mask01),an].values.tolist()[0]
    #print('Check 0',nb_)
    cible_it = np.nan
    mask2 = df['CODE PAYS']== codepays
    if(ind_it in ind_lis): 
        mask1 = df['INDICATEUR']==ind_it
        #print(mask1)
        nb_it = df.loc[(mask1 & mask2),an].values.tolist()[0]
        #print('Check 6, cas 3',nb_it/100)
        cible_it = round(nb_*(nb_it/100),0)
        #print('check 7 cas 3, ',cible_it)
    else:
        print('Attention, pas d','indicateur d','accesibilité',ind_it)
        cible_it = np.nan
        
    return cible_it

#test #OK a = access_eleve2('SE.TER.ENRL', 'AFG', Data_sub, '2005') print(a) verif = (549382.500000*1.224148)/100 print(verif)

#test #OK a = access_eleve2('SE.TER.ENRL', 'ASM', Data_sub, '2005') print(a) a

#reset button data_sub
#Data_sub= Data_sub[~(Data_sub['INDICATEUR']=='ACC.IT.EL')]
#Data_sub.tail()

## Ajout de l'indicateur ACC.IT.EL à la table Data_sub
PAYS_ls = Data_sub['CODE PAYS'].unique().tolist() 
# OK print(PAYS_ls)
col = Data_sub.columns[6:-1] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
#OK print(col)
y = 0

## ACC.IT.EL

ins_univ = 'SE.TER.ENRL'
ins_lyc = 'UIS.E.3'

for pays in PAYS_ls:
    print(pays)
    mask = Data_sub['CODE PAYS']==pays    
    y = 0
    ls_indic = Data_sub.loc[mask,'INDICATEUR'].unique().tolist()
    print('check 1 liste indicateur :', ls_indic)
    if (ins_univ in ls_indic) and (ins_lyc in ls_indic):
        Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
        Data_sub.iloc[-1,5] = 'ACC.IT.EL'
        Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
        for an in col:
            print(an)
            ly_it = access_eleve2 (ins_lyc, pays, Data_sub,an)
            univ_it = access_eleve2 (ins_univ, pays, Data_sub,an)
            y = ly_it + univ_it
            mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
            Data_sub.loc[(mask & mask01),an] = y
    elif (ins_univ in ls_indic):
        Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
        Data_sub.iloc[-1,5] = 'ACC.IT.EL'
        Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
        for an in col:
            univ_it = access_eleve2 (ins_univ, pays, Data_sub,an)
            print(univ_it)
            y = univ_it
            mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
            Data_sub.loc[(mask & mask01),an] = y     
    elif (ins_lyc in ls_indic):
        Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
        Data_sub.iloc[-1,5] = 'ACC.IT.EL'
        Data_sub.iloc[-1,4] = 'Nombre d\'élèves ayant accès à internet'
        for an in col:
            ly_it = access_eleve2 (ins_lyc, pays, Data_sub,an)
            y = ly_it
            mask01 = Data_sub['INDICATEUR']=='ACC.IT.EL'
            Data_sub.loc[(mask & mask01),an] = y
    else: 
        print('Absence des indicateurs',ins_lyc, ins_univ)

Data_sub.tail()

## DIFF.INV.REV

#Data_sub.loc[len(Data_sub),:] = Data_sub[mask].iloc[0]
#Data_sub.iloc[-1,5] = 'DIFF.INV.REV'

AFG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ALB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
DZA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ASM
check 1 liste indicateur : ['SE.TER.ENRL']
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
nan
AND
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
AGO
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ATG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ARG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ARM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ABW
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
AUS
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
AUT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
AZE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BHS
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
BHR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BGD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BRB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BLR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BEL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BLZ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BEN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BTN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BOL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BIH
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BWA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BRA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BRN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BGR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BFA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
BDI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CPV
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KHM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CMR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CAN
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
CYM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CAF
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TCD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CHL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CHN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
COL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
COM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
COD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
COG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CRI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CIV
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
HRV
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CUB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CUW
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
2005
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2006
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2007
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2008
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2009
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2010
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2011
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2012
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2013
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2014
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2015
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2016
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
CYP
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CZE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
DNK
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
DJI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
DMA
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
DOM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ECU
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
EGY
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SLV
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GNQ
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
ERI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
EST
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ETH
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
FJI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
FIN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
FRA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PYF
check 1 liste indicateur : ['IT.NET.USER.P2']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
GAB
check 1 liste indicateur : ['IT.NET.USER.P2']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
GMB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GEO
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
DEU
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GHA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GRC
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GRD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GTM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GIN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GNB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GUY
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
HTI
check 1 liste indicateur : ['IT.NET.USER.P2']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
HND
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
HKG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
HUN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ISL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
IND
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
IDN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
IRN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
IRQ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
IRL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ISR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ITA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
JAM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
JPN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
JOR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KAZ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KEN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KIR
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
PRK
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KOR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KWT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KGZ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LAO
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LVA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LBN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LSO
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LBR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LBY
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
LIE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LTU
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LUX
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MAC
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MKD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MDG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MWI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MYS
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MDV
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
301.0
484.0
715.0
1200.0
1510.0
1615.0
2070.0
2370.0
2685.0
3001.0
3316.0
3598.0
MLI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MLT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MHL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MRT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MUS
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MEX
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
FSM
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
MDA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MCO
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
MNG
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MNE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MAR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MOZ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
MMR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NAM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NPL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NLD
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NCL
check 1 liste indicateur : ['IT.NET.USER.P2']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
NZL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NIC
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
NER
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NGA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
NOR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
OMN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PAK
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PLW
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3']
2005
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2006
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2007
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2008
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2009
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2010
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2011
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2012
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2013
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2014
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2015
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2016
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
PAN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PNG
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
PRY
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PER
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PHL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
POL
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PRT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
PRI
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
QAT
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ROU
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
RUS
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
RWA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
WSM
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
SMR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
STP
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SAU
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SEN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SRB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SYC
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SLE
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SGP
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SXM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3']
2005
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2006
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2007
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2008
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2009
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2010
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2011
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2012
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2013
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2014
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2015
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2016
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
SVK
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SVN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SLB
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
SOM
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
ZAF
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SSD
check 1 liste indicateur : ['UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
ESP
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LKA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
KNA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
LCA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
VCT
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
SDN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SUR
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
SWZ
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SWE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
CHE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
SYR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TJK
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TZA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
THA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TLS
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TGO
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TON
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
TTO
check 1 liste indicateur : ['UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
Absence des indicateurs UIS.E.3 SE.TER.ENRL
TUN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TUR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TKM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
TCA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV']
2005
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2006
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2007
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2008
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2009
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2010
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2011
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2012
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2013
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2014
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2015
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
2016
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
Attention, pas d indicateur d accesibilité IT.NET.USER.P2
TUV
check 1 liste indicateur : ['UIS.E.3', 'IT.NET.USER.P2']
UGA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
UKR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ARE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
GBR
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
USA
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
URY
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
UZB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
VUT
check 1 liste indicateur : ['UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
VEN
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
VNM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
172568.0
246231.0
329515.0
395839.0
471082.0
619257.0
781884.0
832123.0
866262.0
1103771.0
1072990.0
1146989.0
VIR
check 1 liste indicateur : ['SE.TER.ENRL', 'IT.NET.USER.P2']
680.0
680.0
680.0
681.0
682.0
777.0
886.0
1009.0
1127.0
1246.0
1364.0
1483.0
PSE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
YEM
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
ZMB
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
1590.0
2320.0
2715.0
3095.0
3518.0
5576.0
6412.0
7634.0
8729.0
10769.0
11903.0
14457.0
ZWE
check 1 liste indicateur : ['SE.TER.ENRL', 'UIS.E.3', 'UIS.XGDP.23.FSGOV', 'UIS.XGDP.56.FSGOV', 'IT.NET.USER.P2']
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	TAUX DE REMPLISSAGE
1080	Virgin Islands (U.S.)	VIR	Latin America & Caribbean	High income: nonOECD	Nombre d'élèves ayant accès à internet	ACC.IT.EL	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	2488.0	0.00
1081	West Bank and Gaza	PSE	Middle East & North Africa	Lower middle income	Nombre d'élèves ayant accès à internet	ACC.IT.EL	138139.0	150128.0	169373.0	180905.0	182565.0	196625.0	213973.0	217502.0	213217.0	213935.0	221018.0	221018.0	0.91
1082	Yemen, Rep.	YEM	Middle East & North Africa	Lower middle income	Nombre d'élèves ayant accès à internet	ACC.IT.EL	199813.0	200853.0	236972.0	251187.0	274827.0	272130.0	267498.0	267498.0	267498.0	267498.0	267498.0	267498.0	0.55
1083	Zambia	ZMB	Sub-Saharan Africa	Lower middle income	Nombre d'élèves ayant accès à internet	ACC.IT.EL	55759.0	55759.0	55759.0	55759.0	55759.0	55759.0	55759.0	56680.0	56680.0	56680.0	56680.0	56680.0	0.09
1084	Zimbabwe	ZWE	Sub-Saharan Africa	Low income	Nombre d'élèves ayant accès à internet	ACC.IT.EL	94611.0	94611.0	94611.0	94611.0	94611.0	94611.0	93285.0	94012.0	94115.0	135575.0	135575.0	135575.0	0.36

4.3 Évolution du potentiel et table ***Data_score***

from numpy.linalg import inv
def coeff2(indic,df,an):
    #indic : un string - un indicateur présent dans la table df 
    #df : table, dataframe 
    #an : un string - une année présente dans la table df
    
    max_ind = df.loc[df['INDICATEUR']==indic,an].max()
    min_ind = df.loc[df['INDICATEUR']==indic,an].min()
    #print('min, max check 2',min_ind, max_ind)
    Mat = np.array([[min_ind, 1],
                    [max_ind, 1]])
    vec =  np.array([[0],
                     [5]])
    Mat_inv = inv(Mat)
    coeff= np.dot(Mat_inv,vec)
    alpha=coeff[0].item()
    beta= coeff[1].item()
    #print('check final:','valeur max = ',max_ind, ',score calculé avec alpha et beta = ',round((max_ind*alpha) + beta,1))
    return alpha, beta

S_0 = 0
S = 0
## Création du dataframe Data_score. 
## Le dataframe Data_score a la même forme que Data_crit. 
## Pour chaque donnée présente dans Data_crit, Data_score renferme aux mêmes coordonnées, 
## le score de cette valeur calculé à l'aide de la fonction coeff
CRIT = [] #Liste des indicateurs/critères sélectionnés
CRIT = ['UIS.E.3','SE.TER.ENRL','ACC.IT.EL',
 'UIS.XGDP.56.FSGOV',
 'UIS.XGDP.23.FSGOV']
an_data = Data_sub.columns.tolist()[6:-1]
dic_coeff2 = {}
Data_score = Data_sub[~(Data_sub['INDICATEUR']== 'IT.NET.USER.P2')] #Initialisation
Data_score = Data_score.drop(columns = 'TAUX DE REMPLISSAGE')

for indic in CRIT:   
    df_tampon = Data_sub[Data_sub['INDICATEUR']==indic]
    PAYS_ls = df_tampon['CODE PAYS'].unique().tolist() 
    for an in an_data:
        #print(df_tampon)
        alpha, beta = coeff2(indic,df_tampon,an)
        dic_coeff2[an]= [alpha,beta]
        #print('check an',an)
        #print('check dic_coeff2',dic_coeff2[an])
        for pays in PAYS_ls:
            #print(pays)
            mask_ind = Data_score['INDICATEUR']==indic
            mask_pays = Data_score['CODE PAYS']==pays
            x = Data_score.loc[(mask_ind & mask_pays), an].values.item()
            #print('x',x)
            alpha, beta = dic_coeff2[an]
            #print(alpha, beta)
            y = alpha*x + beta
            Data_score.loc[(mask_ind & mask_pays), an] = round(y,2) 
    
Data_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.04	0.04	0.03	0.03	0.03
1	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.03	0.03	0.04	0.05	0.06	0.07	0.08	0.09	0.09	0.09	0.09
3	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.03	0.02	0.02	0.02
4	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.02	0.02	0.02	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01
5	Albania	ALB	Europe & Central Asia	Upper middle income	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	0.73	0.79	0.73	0.75	0.83	0.83	0.60	0.61	0.61	0.61	0.61	0.61

Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.04	0.04	0.03	0.03	0.03
1	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.03	0.03	0.04	0.05	0.06	0.07	0.08	0.09	0.09	0.09	0.09
2	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.03	0.02	0.02	0.02
3	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.02	0.02	0.02	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01
4	Albania	ALB	Europe & Central Asia	Upper middle income	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	0.73	0.79	0.73	0.75	0.83	0.83	0.60	0.61	0.61	0.61	0.61	0.61

Data_score_v0 = Data_score #Sauvegarde

##Ajout du score revenu à la table Data_score
print(dic_inc, 'Dictionnaire income qui attribue pour chaque niveau de revenu un score.') 
Data_score = Data_score_v0
PAYS_ls = Data_score['CODE PAYS'].unique().tolist()

for pays in PAYS_ls:
    #print(pays)
    long = len(Data_score)
    #print(long)
    mask = Data_score['CODE PAYS']==pays
    Data_score.loc[long,:]= Data_score.loc[mask,:].iloc[0]
    Data_score.iloc[-1,5] = 'SCORE REVENU'
    Data_score.iloc[-1,4] = 'Score revenu,{Low income= 1, Lower middle income: 2, Upper middle income: 3, High income: nonOECD: 5, High income: OECD: 5}'
    rev = Data_score.iloc[-1,3]
    #print(rev)
    x = dic_inc[rev]
    #print(x)
    Data_score.iloc[-1,6:] = round(x,0)
    
Data_score_v01 = Data_score #Sauvegarde

{'Low income': 1, 'Lower middle income': 2, 'Upper middle income': 3, 'High income: nonOECD': 5, 'High income: OECD': 5} Dictionnaire income qui attribue pour chaque niveau de revenu un score.

Data_score[Data_score['INDICATEUR']== 'SCORE REVENU']

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
886	Afghanistan	AFG	South Asia	Low income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0
887	Albania	ALB	Europe & Central Asia	Upper middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0
888	Algeria	DZA	Middle East & North Africa	Upper middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0
889	American Samoa	ASM	East Asia & Pacific	Upper middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0
890	Andorra	AND	Europe & Central Asia	High income: nonOECD	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1082	Virgin Islands (U.S.)	VIR	Latin America & Caribbean	High income: nonOECD	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0
1083	West Bank and Gaza	PSE	Middle East & North Africa	Lower middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0
1084	Yemen, Rep.	YEM	Middle East & North Africa	Lower middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0
1085	Zambia	ZMB	Sub-Saharan Africa	Lower middle income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0	2.0
1086	Zimbabwe	ZWE	Sub-Saharan Africa	Low income	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0

201 rows × 18 columns

##vérification 

#Data_score[Data_score['INDICATEUR']=='SCORE REVENU']

##Création de la fontionc score_diff_func, qui calcule les scores des indicateurs 
## DIFF.INVGOV.REVENU.56 et DIFF.INVGOV.REVENU.23

def score_diff_func2(codepays,indic,Data_score,an): #df est la table Data_score uniquement !
    #print('check 1 ', codepays)
    mask0 = Data_score['CODE PAYS']==codepays
    mask1 = Data_score['INDICATEUR']=='SCORE REVENU'
    mask2 = mask0 & mask1
    print(Data_score.loc[mask2,an])
    score_rev = Data_score.loc[mask2,an].values.item() #score revenus [1 : 5]
    diff = 0
    print('check2',diff)
    print('check3 score rev',score_rev)
    mask3 = Data_score['INDICATEUR']== indic
    mask0 = Data_score['CODE PAYS']==codepays
    mask4 = mask0 & mask3
    score_inves = Data_score.loc[mask4,an].values.item() #Dernière valeur calculée de l'indicateur 'UIS.XGDP.23.FSGOV'
    print('check4',score_inves)
    s = score_rev - score_inves
    print('s',s)
    if (s <0):
        diff =0
        print('check diff',diff)
    else:
        diff = s
        print('check diff',diff)
    return diff

#Test 
diff = score_diff_func2('ALB','UIS.XGDP.56.FSGOV',Data_score,'2005')
diff2 = score_diff_func2('LSO','UIS.XGDP.56.FSGOV',Data_score,'2014')

#diffmoyen = np.mean()

887    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
984    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0

#Ajout du score DIFF.INV.REV à la table Data_score
Data_score = Data_score_v01 #reset_button
PAYS_ls = Data_score['CODE PAYS'].unique().tolist() 
# OK print(PAYS_ls)
col = Data_score.columns[6:] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
print(col)
y = 0

inv_univ = 'UIS.XGDP.56.FSGOV'
inv_lyc = 'UIS.XGDP.23.FSGOV'

#df_concat0 =pd.DataFrame(columns = Data_score.columns)

for pays in PAYS_ls:
    #print(pays)
    mask = Data_score['CODE PAYS']==pays    
    y = 0
    ls_indic = Data_score.loc[mask,'INDICATEUR'].unique().tolist()
    #print('check 1 liste indicateur :', ls_indic)
    if (inv_univ in ls_indic) and (inv_lyc in ls_indic):
        Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
        Data_score.iloc[-1,5] = 'DIFF.INV.REV'  
        Data_score.iloc[-1,4] = 'Moyenne des différences entre le score revenu et les scores d\'investissement du gouvernement'
        for an in col:
            #print(an)
            diff_lyc =score_diff_func2(pays, inv_lyc, Data_score,an)
            diff_univ =score_diff_func2(pays, inv_univ, Data_score,an)
            diff_moyen = (diff_lyc + diff_univ)/2
            mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
            Data_score.loc[(mask & mask01),an] = diff_moyen  
    elif (inv_univ in ls_indic):
        Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
        Data_score.iloc[-1,5] = 'DIFF.INV.REV'
        for an in col:
            diff_univ = score_diff_func2(pays, inv_univ, Data_score,an)
            diff_moyen = diff_univ
            mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
            Data_score.loc[(mask & mask01),an] = diff_moyen     
    elif (inv_lyc in ls_indic):
        Data_score.loc[len(Data_score),:] = Data_score[mask].iloc[0]
        Data_score.iloc[-1,5] = 'DIFF.INV.REV'
        for an in col:
            diff_lyc =score_diff_func2(pays, inv_lyc, Data_score,an)
            diff_moyen = diff_lyc 
            mask01 = Data_score['INDICATEUR']=='DIFF.INV.REV'
            Data_score.loc[(mask & mask01),an] = diff_moyen  
    else: 
        print('Absence des indicateurs',inv_lyc, inv_univ)

Data_score.tail()

['2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013', '2014', '2015', '2016']
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
887    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.73
s 2.27
check diff 2.27
887    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
887    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.79
s 2.21
check diff 2.21
887    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.68
s 2.32
check diff 2.32
887    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.73
s 2.27
check diff 2.27
887    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.75
s 2.25
check diff 2.25
887    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.83
s 2.17
check diff 2.17
887    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.83
s 2.17
check diff 2.17
887    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.6
s 2.4
check diff 2.4
887    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.76
s 2.24
check diff 2.24
887    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
887    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.76
s 2.24
check diff 2.24
887    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
887    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
887    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
887    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
887    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
887    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
888    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
888    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
888    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.18
s 1.82
check diff 1.82
888    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.18
s 1.82
check diff 1.82
888    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
888    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
890    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.28
s 4.72
check diff 4.72
890    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.0
s 5.0
check diff 5.0
890    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.49
s 4.51
check diff 4.51
890    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.05
s 4.95
check diff 4.95
890    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
890    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.0
s 5.0
check diff 5.0
890    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
890    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.02
s 4.98
check diff 4.98
890    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
890    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.02
s 4.98
check diff 4.98
890    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
890    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.03
s 4.97
check diff 4.97
890    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.57
s 4.43
check diff 4.43
890    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.05
s 4.95
check diff 4.95
890    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
890    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.04
s 4.96
check diff 4.96
890    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
890    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.02
s 4.98
check diff 4.98
890    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.54
s 4.46
check diff 4.46
890    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
890    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.54
s 4.46
check diff 4.46
890    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
890    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.54
s 4.46
check diff 4.46
890    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
891    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
891    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.11
s 2.89
check diff 2.89
891    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.13
s 1.87
check diff 1.87
891    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.1
s 2.9
check diff 2.9
891    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
891    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.11
s 2.89
check diff 2.89
891    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
891    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.11
s 2.89
check diff 2.89
891    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.2
s 1.8
check diff 1.8
891    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.11
s 2.89
check diff 2.89
891    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.2
s 1.8
check diff 1.8
891    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.11
s 2.89
check diff 2.89
891    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.86
s 2.14
check diff 2.14
891    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.14
s 2.86
check diff 2.86
891    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
891    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.14
s 2.86
check diff 2.86
891    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
891    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.12
s 2.88
check diff 2.88
891    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
891    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.12
s 2.88
check diff 2.88
891    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
891    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.12
s 2.88
check diff 2.88
891    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
891    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.12
s 2.88
check diff 2.88
892    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
892    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.12
s 4.88
check diff 4.88
892    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.48
s 3.52
check diff 3.52
892    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
892    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
892    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.41
s 3.59
check diff 3.59
892    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.57
s 3.4299999999999997
check diff 3.4299999999999997
892    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
892    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.84
s 4.16
check diff 4.16
892    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.12
s 4.88
check diff 4.88
892    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
892    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.12
s 4.88
check diff 4.88
892    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
892    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
892    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
892    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
892    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
892    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.1
s 4.9
check diff 4.9
893    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
893    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.47
s 2.5300000000000002
check diff 2.5300000000000002
893    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.78
s 1.22
check diff 1.22
893    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.55
s 2.45
check diff 2.45
893    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.72
s 1.28
check diff 1.28
893    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
893    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
893    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.73
s 2.27
check diff 2.27
893    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.61
s 0.3900000000000001
check diff 0.3900000000000001
893    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
893    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.38
s 0.6200000000000001
check diff 0.6200000000000001
893    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
893    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.9
s 1.1
check diff 1.1
893    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
893    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
893    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.02
s 1.98
check diff 1.98
893    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
893    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
893    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
893    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
893    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
893    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
893    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
893    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
894    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.71
s 0.29000000000000004
check diff 0.29000000000000004
894    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
894    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.84
s 0.15999999999999992
check diff 0.15999999999999992
894    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
894    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.69
s 0.31000000000000005
check diff 0.31000000000000005
894    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
894    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.75
s 0.25
check diff 0.25
894    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
894    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.94
s 0.06000000000000005
check diff 0.06000000000000005
894    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
894    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.94
s 0.06000000000000005
check diff 0.06000000000000005
894    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
894    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
894    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
894    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.43
s 0.5700000000000001
check diff 0.5700000000000001
894    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
894    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.21
s 0.79
check diff 0.79
894    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
894    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.13
s 0.8700000000000001
check diff 0.8700000000000001
894    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
894    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.13
s 0.8700000000000001
check diff 0.8700000000000001
894    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
894    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.13
s 0.8700000000000001
check diff 0.8700000000000001
894    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
895    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.4
s 3.6
check diff 3.6
895    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.45
s 4.55
check diff 4.55
895    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
895    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.44
s 4.56
check diff 4.56
895    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
895    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
895    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
895    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
895    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.15
s 3.85
check diff 3.85
895    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
895    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
895    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
895    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
895    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
895    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
895    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
895    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
895    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.48
s 4.52
check diff 4.52
896    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.24
s 2.76
check diff 2.76
896    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.96
s 4.04
check diff 4.04
896    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.32
s 2.68
check diff 2.68
896    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
896    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.06
s 2.94
check diff 2.94
896    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
896    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.1
s 2.9
check diff 2.9
896    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.02
s 3.98
check diff 3.98
896    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.51
s 2.49
check diff 2.49
896    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
896    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
896    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
896    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.75
s 3.25
check diff 3.25
896    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.19
s 3.81
check diff 3.81
896    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
896    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
896    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
896    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
896    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
896    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
896    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
896    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
896    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
896    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
897    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.81
s 2.19
check diff 2.19
897    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.29
s 3.71
check diff 3.71
897    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.06
s 1.94
check diff 1.94
897    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
897    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
897    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
897    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.92
s 2.08
check diff 2.08
897    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
897    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.57
s 1.4300000000000002
check diff 1.4300000000000002
897    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
897    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.36
s 1.6400000000000001
check diff 1.6400000000000001
897    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.61
s 3.3899999999999997
check diff 3.3899999999999997
897    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.43
s 2.57
check diff 2.57
897    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
897    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.19
s 2.81
check diff 2.81
897    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
897    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.22
s 2.78
check diff 2.78
897    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
897    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.22
s 2.78
check diff 2.78
897    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
897    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.22
s 2.78
check diff 2.78
897    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
897    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.22
s 2.78
check diff 2.78
897    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
898    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.14
s 2.86
check diff 2.86
898    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.09
s 2.91
check diff 2.91
898    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.12
s 2.88
check diff 2.88
898    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
898    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.39
s 2.61
check diff 2.61
898    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.32
s 2.68
check diff 2.68
898    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
898    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
898    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
898    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
898    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
898    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
901    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.0
s 0.0
check diff 0.0
901    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
901    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.08
s -0.08000000000000007
check diff 0
901    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.18
s 0.8200000000000001
check diff 0.8200000000000001
901    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
901    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
901    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.89
s 0.10999999999999999
check diff 0.10999999999999999
901    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
901    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.94
s 0.06000000000000005
check diff 0.06000000000000005
901    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.18
s 0.8200000000000001
check diff 0.8200000000000001
901    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.21
s -0.20999999999999996
check diff 0
901    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.18
s 0.8200000000000001
check diff 0.8200000000000001
901    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.82
s 0.18000000000000005
check diff 0.18000000000000005
901    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
901    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
901    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
901    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
901    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.15
s 0.85
check diff 0.85
901    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
901    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.15
s 0.85
check diff 0.85
901    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
901    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.15
s 0.85
check diff 0.85
901    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
901    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.15
s 0.85
check diff 0.85
902    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.01
s 2.99
check diff 2.99
902    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
902    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.04
s 2.96
check diff 2.96
902    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
902    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.87
s 3.13
check diff 3.13
902    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.57
s 3.4299999999999997
check diff 3.4299999999999997
902    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.72
s 3.2800000000000002
check diff 3.2800000000000002
902    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
902    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.99
s 3.01
check diff 3.01
902    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.62
s 3.38
check diff 3.38
902    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.26
s 2.74
check diff 2.74
902    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.96
s 3.04
check diff 3.04
902    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.57
s 3.4299999999999997
check diff 3.4299999999999997
902    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.75
s 3.25
check diff 3.25
902    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.6
s 3.4
check diff 3.4
902    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.75
s 3.25
check diff 3.25
902    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.28
s 3.7199999999999998
check diff 3.7199999999999998
902    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.1
s 2.9
check diff 2.9
902    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
902    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
902    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
902    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
902    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
902    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
903    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.35
s 1.65
check diff 1.65
903    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.53
s 1.47
check diff 1.47
903    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.02
s 1.98
check diff 1.98
903    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
903    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
903    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
903    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.82
s 2.18
check diff 2.18
903    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
903    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
903    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
903    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
903    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
904    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.89
s 2.11
check diff 2.11
904    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
904    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.11
s 1.8900000000000001
check diff 1.8900000000000001
904    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.19
s 3.81
check diff 3.81
904    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.89
s 2.11
check diff 2.11
904    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
904    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 3.25
s 1.75
check diff 1.75
904    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.35
s 3.65
check diff 3.65
904    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.69
s 1.31
check diff 1.31
904    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
904    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.61
s 1.3900000000000001
check diff 1.3900000000000001
904    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
904    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.61
s 2.39
check diff 2.39
904    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
904    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
904    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.46
s 3.54
check diff 3.54
904    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
904    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
904    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
904    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
904    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
904    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
904    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.68
s 2.32
check diff 2.32
904    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
905    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.5
s 0.5
check diff 0.5
905    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
905    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.73
s 0.27
check diff 0.27
905    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
905    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.63
s 0.3700000000000001
check diff 0.3700000000000001
905    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
905    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.72
s 0.2799999999999998
check diff 0.2799999999999998
905    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
905    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.21
s -0.20999999999999996
check diff 0
905    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.62
s 2.38
check diff 2.38
905    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 3.61
s -0.6099999999999999
check diff 0
905    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.52
s 2.48
check diff 2.48
905    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.36
s 0.6400000000000001
check diff 0.6400000000000001
905    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.56
s 2.44
check diff 2.44
905    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.4
s 0.6000000000000001
check diff 0.6000000000000001
905    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.56
s 2.44
check diff 2.44
905    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.3
s 0.7000000000000002
check diff 0.7000000000000002
905    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
905    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.3
s 0.7000000000000002
check diff 0.7000000000000002
905    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
905    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.3
s 0.7000000000000002
check diff 0.7000000000000002
905    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
905    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.3
s 0.7000000000000002
check diff 0.7000000000000002
905    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
906    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
906    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
906    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.0
s 0.0
check diff 0.0
906    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
906    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.64
s 0.36
check diff 0.36
906    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
906    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.02
s -0.020000000000000018
check diff 0
906    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.62
s 0.38
check diff 0.38
906    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.16
s -0.15999999999999992
check diff 0
906    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.74
s 0.26
check diff 0.26
906    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.8
s -0.8
check diff 0
906    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
906    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.97
s 0.030000000000000027
check diff 0.030000000000000027
906    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
906    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.99
s 0.010000000000000009
check diff 0.010000000000000009
906    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
906    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.12
s -0.1200000000000001
check diff 0
906    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.94
s 0.06000000000000005
check diff 0.06000000000000005
906    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
906    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
906    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
906    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
906    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
906    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
907    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 4.24
s -2.24
check diff 0
907    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.88
s 1.12
check diff 1.12
907    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 3.35
s -1.35
check diff 0
907    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
907    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 3.08
s -1.08
check diff 0
907    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
907    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 3.19
s -1.19
check diff 0
907    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
907    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 3.43
s -1.4300000000000002
check diff 0
907    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.56
s 1.44
check diff 1.44
907    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.85
s -0.8500000000000001
check diff 0
907    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.56
s 1.44
check diff 1.44
907    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.52
s -0.52
check diff 0
907    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.47
s 1.53
check diff 1.53
907    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.98
s -0.98
check diff 0
907    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.02
s 0.98
check diff 0.98
907    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.98
s -0.98
check diff 0
907    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.0
s 1.0
check diff 1.0
907    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 3.22
s -1.2200000000000002
check diff 0
907    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.56
s 1.44
check diff 1.44
907    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 3.22
s -1.2200000000000002
check diff 0
907    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.56
s 1.44
check diff 1.44
907    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 3.22
s -1.2200000000000002
check diff 0
907    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.56
s 1.44
check diff 1.44
908    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.84
s 0.15999999999999992
check diff 0.15999999999999992
908    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.38
s 0.6200000000000001
check diff 0.6200000000000001
908    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.98
s 0.020000000000000018
check diff 0.020000000000000018
908    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.43
s 0.5700000000000001
check diff 0.5700000000000001
908    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.08
s -0.08000000000000007
check diff 0
908    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.11
s -0.10999999999999988
check diff 0
908    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.16
s -0.16000000000000014
check diff 0
908    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.11
s -0.10999999999999988
check diff 0
908    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.76
s -0.7599999999999998
check diff 0
908    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.49
s -0.4900000000000002
check diff 0
908    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.61
s -0.6099999999999999
check diff 0
908    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.35
s -0.3500000000000001
check diff 0
908    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.89
s 0.1100000000000001
check diff 0.1100000000000001
908    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.05
s -0.04999999999999982
check diff 0
908    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.01
s -0.009999999999999787
check diff 0
908    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.65
s 0.3500000000000001
check diff 0.3500000000000001
908    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.01
s -0.009999999999999787
check diff 0
908    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.72
s 0.28
check diff 0.28
908    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.57
s -0.5699999999999998
check diff 0
908    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.96
s 0.040000000000000036
check diff 0.040000000000000036
908    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.57
s -0.5699999999999998
check diff 0
908    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.96
s 0.040000000000000036
check diff 0.040000000000000036
908    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.57
s -0.5699999999999998
check diff 0
908    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.96
s 0.040000000000000036
check diff 0.040000000000000036
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
910    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
910    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.73
s 0.27
check diff 0.27
910    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 4.96
s -1.96
check diff 0
910    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.34
s 0.6600000000000001
check diff 0.6600000000000001
910    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 4.57
s -1.5700000000000003
check diff 0
910    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.53
s 0.4700000000000002
check diff 0.4700000000000002
910    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 3.78
s -0.7799999999999998
check diff 0
910    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 4.2
s -1.2000000000000002
check diff 0
910    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 4.19
s -1.1900000000000004
check diff 0
910    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 3.03
s -0.029999999999999805
check diff 0
910    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
910    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
910    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
910    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
910    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
910    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
910    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 4.22
s -1.2199999999999998
check diff 0
911    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
911    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
911    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.65
s 0.3500000000000001
check diff 0.3500000000000001
911    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.72
s 2.2800000000000002
check diff 2.2800000000000002
911    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.49
s 0.5099999999999998
check diff 0.5099999999999998
911    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.77
s 2.23
check diff 2.23
911    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.79
s 0.20999999999999996
check diff 0.20999999999999996
911    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.81
s 2.19
check diff 2.19
911    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.22
s -0.2200000000000002
check diff 0
911    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.84
s 2.16
check diff 2.16
911    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 3.33
s -0.33000000000000007
check diff 0
911    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
911    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.47
s 0.5299999999999998
check diff 0.5299999999999998
911    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
911    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
911    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
911    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
911    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
911    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
911    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
911    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
911    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
911    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
911    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
912    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.04
s 3.96
check diff 3.96
912    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
912    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
912    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.4
s 4.6
check diff 4.6
912    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
912    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.44
s 4.56
check diff 4.56
912    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.07
s 3.9299999999999997
check diff 3.9299999999999997
912    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.44
s 4.56
check diff 4.56
912    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.19
s 3.81
check diff 3.81
912    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.44
s 4.56
check diff 4.56
912    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
912    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.44
s 4.56
check diff 4.56
912    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.35
s 3.65
check diff 3.65
912    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.21
s 3.79
check diff 3.79
912    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
912    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.21
s 3.79
check diff 3.79
912    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
912    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
912    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
912    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
912    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
912    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
912    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
912    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
913    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.17
s 0.8300000000000001
check diff 0.8300000000000001
913    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
913    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.15
s 0.8500000000000001
check diff 0.8500000000000001
913    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
913    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
913    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.55
s 2.45
check diff 2.45
913    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.1
s 0.8999999999999999
check diff 0.8999999999999999
913    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.78
s 2.2199999999999998
check diff 2.2199999999999998
913    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.27
s 0.73
check diff 0.73
913    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.86
s 2.14
check diff 2.14
913    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.18
s 0.8199999999999998
check diff 0.8199999999999998
913    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.53
s 2.4699999999999998
check diff 2.4699999999999998
913    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.38
s 1.62
check diff 1.62
913    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
913    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
913    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.6
s 2.4
check diff 2.4
913    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
913    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
913    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
913    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
913    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
913    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
913    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
913    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
914    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
914    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.34
s 0.6599999999999999
check diff 0.6599999999999999
914    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.54
s 0.45999999999999996
check diff 0.45999999999999996
914    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.4
s 0.6
check diff 0.6
914    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
914    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
914    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
914    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
914    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
914    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
914    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
914    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
914    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
914    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
914    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
914    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.69
s 0.31000000000000005
check diff 0.31000000000000005
914    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
914    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
914    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.67
s 0.32999999999999996
check diff 0.32999999999999996
914    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
914    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.67
s 0.32999999999999996
check diff 0.32999999999999996
914    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
914    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.67
s 0.32999999999999996
check diff 0.32999999999999996
914    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
915    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.34
s -0.3400000000000001
check diff 0
915    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.46
s 0.54
check diff 0.54
915    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.52
s -0.52
check diff 0
915    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.01
s -0.010000000000000009
check diff 0
915    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.4
s -0.3999999999999999
check diff 0
915    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.09
s -0.09000000000000008
check diff 0
915    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
915    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.09
s -0.09000000000000008
check diff 0
915    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 2.03
s -1.0299999999999998
check diff 0
915    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.15
s -0.1499999999999999
check diff 0
915    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 2.47
s -1.4700000000000002
check diff 0
915    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
915    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.53
s -0.53
check diff 0
915    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.05
s -0.050000000000000044
check diff 0
915    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
915    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.21
s -0.20999999999999996
check diff 0
915    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
915    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.32
s -0.32000000000000006
check diff 0
915    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
915    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.32
s -0.32000000000000006
check diff 0
915    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
915    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.32
s -0.32000000000000006
check diff 0
915    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
915    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.32
s -0.32000000000000006
check diff 0
916    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.93
s -0.9300000000000002
check diff 0
916    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
916    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 3.15
s -1.15
check diff 0
916    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
916    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.41
s -0.41000000000000014
check diff 0
916    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.57
s 1.4300000000000002
check diff 1.4300000000000002
916    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.38
s -0.3799999999999999
check diff 0
916    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.57
s 1.4300000000000002
check diff 1.4300000000000002
916    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.27
s -0.27
check diff 0
916    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
916    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.44
s -0.43999999999999995
check diff 0
916    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
916    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.76
s 0.24
check diff 0.24
916    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.82
s 1.1800000000000002
check diff 1.1800000000000002
916    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.95
s 0.050000000000000044
check diff 0.050000000000000044
916    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.78
s 1.22
check diff 1.22
916    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.95
s 0.050000000000000044
check diff 0.050000000000000044
916    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.76
s 1.24
check diff 1.24
916    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.95
s 0.050000000000000044
check diff 0.050000000000000044
916    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.76
s 1.24
check diff 1.24
916    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.95
s 0.050000000000000044
check diff 0.050000000000000044
916    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.76
s 1.24
check diff 1.24
916    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.95
s 0.050000000000000044
check diff 0.050000000000000044
916    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.76
s 1.24
check diff 1.24
917    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
917    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
917    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.47
s 0.53
check diff 0.53
917    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.28
s 0.72
check diff 0.72
917    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
917    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
917    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
917    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
917    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
917    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
917    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
917    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
917    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.59
s 0.41000000000000003
check diff 0.41000000000000003
917    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
917    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
917    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
917    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
917    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.03
s 0.97
check diff 0.97
917    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
917    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.03
s 0.97
check diff 0.97
917    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
917    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.03
s 0.97
check diff 0.97
917    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
917    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.03
s 0.97
check diff 0.97
918    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.85
s 0.1499999999999999
check diff 0.1499999999999999
918    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
918    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.83
s 0.16999999999999993
check diff 0.16999999999999993
918    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
918    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.0
s 0.0
check diff 0.0
918    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
918    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.86
s 0.1399999999999999
check diff 0.1399999999999999
918    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.18
s 1.82
check diff 1.82
918    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.43
s -0.43000000000000016
check diff 0
918    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
918    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.27
s -0.27
check diff 0
918    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
918    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.38
s 0.6200000000000001
check diff 0.6200000000000001
918    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.42
s 1.58
check diff 1.58
918    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
918    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.17
s 1.83
check diff 1.83
918    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
918    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
918    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
918    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
918    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
918    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
918    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
918    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
919    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.57
s 3.4299999999999997
check diff 3.4299999999999997
919    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.6
s 3.4
check diff 3.4
919    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
919    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
919    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
919    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
919    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.61
s 3.3899999999999997
check diff 3.3899999999999997
919    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
919    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
919    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
919    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
919    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
919    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.28
s 3.7199999999999998
check diff 3.7199999999999998
919    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.94
s 3.06
check diff 3.06
919    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
919    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
919    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
919    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.77
s 3.23
check diff 3.23
919    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
919    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.77
s 3.23
check diff 3.23
919    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
919    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.77
s 3.23
check diff 3.23
919    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
919    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.77
s 3.23
check diff 3.23
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
921    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.29
s 0.71
check diff 0.71
921    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.24
s 0.76
check diff 0.76
921    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
921    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
921    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.34
s 0.6599999999999999
check diff 0.6599999999999999
921    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
921    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.14
s 0.86
check diff 0.86
921    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.34
s 0.6599999999999999
check diff 0.6599999999999999
921    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
921    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.27
s 0.73
check diff 0.73
921    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
921    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
921    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.28
s 0.72
check diff 0.72
921    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.28
s 0.72
check diff 0.72
921    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.26
s 0.74
check diff 0.74
921    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.26
s 0.74
check diff 0.74
921    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.26
s 0.74
check diff 0.74
921    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
921    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.26
s 0.74
check diff 0.74
922    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.24
s 0.76
check diff 0.76
922    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.73
s 0.27
check diff 0.27
922    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
922    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.67
s 0.32999999999999996
check diff 0.32999999999999996
922    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.21
s 0.79
check diff 0.79
922    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.69
s 0.31000000000000005
check diff 0.31000000000000005
922    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.21
s 0.79
check diff 0.79
922    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.77
s 0.22999999999999998
check diff 0.22999999999999998
922    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.21
s 0.79
check diff 0.79
922    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.62
s 0.38
check diff 0.38
922    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.32
s 0.6799999999999999
check diff 0.6799999999999999
922    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.69
s 0.31000000000000005
check diff 0.31000000000000005
922    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.32
s 0.6799999999999999
check diff 0.6799999999999999
922    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.89
s 0.10999999999999999
check diff 0.10999999999999999
922    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.88
s 0.12
check diff 0.12
922    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.88
s 0.12
check diff 0.12
922    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.88
s 0.12
check diff 0.12
922    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
922    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.88
s 0.12
check diff 0.12
923    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.41
s 3.59
check diff 3.59
923    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.36
s 4.64
check diff 4.64
923    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
923    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.35
s 4.65
check diff 4.65
923    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
923    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.43
s 4.57
check diff 4.57
923    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
923    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.49
s 4.51
check diff 4.51
923    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.92
s 3.08
check diff 3.08
923    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.61
s 4.39
check diff 4.39
923    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.74
s 3.26
check diff 3.26
923    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
923    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.21
s 3.79
check diff 3.79
923    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.88
s 4.12
check diff 4.12
923    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
923    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.96
s 4.04
check diff 4.04
923    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
923    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
923    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
923    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
923    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
923    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
923    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
923    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
925    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
925    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
925    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.35
s 1.65
check diff 1.65
925    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
925    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.15
s 1.85
check diff 1.85
925    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.83
s 2.17
check diff 2.17
925    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
925    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.83
s 2.17
check diff 2.17
925    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.15
s 0.8500000000000001
check diff 0.8500000000000001
925    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
925    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.18
s 0.8199999999999998
check diff 0.8199999999999998
925    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.05
s 1.95
check diff 1.95
925    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.51
s 1.49
check diff 1.49
925    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
925    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.48
s 1.52
check diff 1.52
925    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
925    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
925    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.84
s 2.16
check diff 2.16
925    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
925    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
925    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
925    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
925    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
925    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
926    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 2.12
s -1.12
check diff 0
926    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.01
s -0.010000000000000009
check diff 0
926    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 2.27
s -1.27
check diff 0
926    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.04
s -0.040000000000000036
check diff 0
926    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 2.09
s -1.0899999999999999
check diff 0
926    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.13
s -0.1299999999999999
check diff 0
926    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 2.17
s -1.17
check diff 0
926    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.13
s -0.1299999999999999
check diff 0
926    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.81
s -0.81
check diff 0
926    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
926    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.81
s -0.81
check diff 0
926    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
926    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
926    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.42
s 0.5800000000000001
check diff 0.5800000000000001
926    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
926    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.37
s 0.63
check diff 0.63
926    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
926    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
926    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
926    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
926    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
926    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
926    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.33
s -0.33000000000000007
check diff 0
926    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
927    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.54
s 0.45999999999999996
check diff 0.45999999999999996
927    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
927    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.58
s 0.42000000000000004
check diff 0.42000000000000004
927    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.29
s 0.71
check diff 0.71
927    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.53
s 0.47
check diff 0.47
927    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
927    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
927    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
927    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
927    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
927    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
927    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
927    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
927    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
927    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
927    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
927    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
927    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
927    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
928    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
928    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.39
s 1.6099999999999999
check diff 1.6099999999999999
928    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 4.19
s -2.1900000000000004
check diff 0
928    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.58
s 1.42
check diff 1.42
928    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 3.85
s -1.85
check diff 0
928    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
928    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 3.99
s -1.9900000000000002
check diff 0
928    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
928    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 4.43
s -2.4299999999999997
check diff 0
928    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
928    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 4.42
s -2.42
check diff 0
928    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
928    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 3.19
s -1.19
check diff 0
928    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
928    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 3.25
s -1.25
check diff 0
928    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
928    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 3.25
s -1.25
check diff 0
928    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
928    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 3.25
s -1.25
check diff 0
928    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
928    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 3.25
s -1.25
check diff 0
928    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
928    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 3.25
s -1.25
check diff 0
928    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
929    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
929    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.86
s 2.14
check diff 2.14
929    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.7
s 1.3
check diff 1.3
929    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
929    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.66
s 1.34
check diff 1.34
929    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.97
s 2.0300000000000002
check diff 2.0300000000000002
929    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.82
s 1.18
check diff 1.18
929    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
929    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
929    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.19
s 1.81
check diff 1.81
929    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.82
s 0.18000000000000016
check diff 0.18000000000000016
929    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.25
s 1.75
check diff 1.75
929    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.04
s 0.96
check diff 0.96
929    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.32
s 1.68
check diff 1.68
929    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.2
s 0.7999999999999998
check diff 0.7999999999999998
929    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.37
s 1.63
check diff 1.63
929    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.26
s 0.7400000000000002
check diff 0.7400000000000002
929    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.43
s 1.57
check diff 1.57
929    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.27
s 0.73
check diff 0.73
929    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.54
s 1.46
check diff 1.46
929    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.27
s 0.73
check diff 0.73
929    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.54
s 1.46
check diff 1.46
929    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.27
s 0.73
check diff 0.73
929    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.54
s 1.46
check diff 1.46
930    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.01
s -0.009999999999999787
check diff 0
930    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
930    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.16
s -0.16000000000000014
check diff 0
930    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.75
s 1.25
check diff 1.25
930    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.99
s 0.010000000000000009
check diff 0.010000000000000009
930    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.87
s 1.13
check diff 1.13
930    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.06
s -0.06000000000000005
check diff 0
930    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.28
s -0.2799999999999998
check diff 0
930    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.28
s -0.2799999999999998
check diff 0
930    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.64
s 0.3600000000000001
check diff 0.3600000000000001
930    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.99
s 1.01
check diff 1.01
930    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
930    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.99
s 1.01
check diff 1.01
930    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
930    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
930    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
930    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
930    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
930    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
931    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.68
s 4.32
check diff 4.32
931    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
931    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
931    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
931    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.79
s 4.21
check diff 4.21
931    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
931    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
931    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
931    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
931    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
931    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
931    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
932    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 4.69
s -1.6900000000000004
check diff 0
932    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.13
s 0.8700000000000001
check diff 0.8700000000000001
932    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 4.45
s -1.4500000000000002
check diff 0
932    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
932    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
932    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
932    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
932    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
932    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 3.61
s -0.6099999999999999
check diff 0
932    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 3.13
s -0.1299999999999999
check diff 0
932    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 3.67
s -0.6699999999999999
check diff 0
932    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 3.13
s -0.1299999999999999
check diff 0
932    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 3.67
s -0.6699999999999999
check diff 0
932    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 3.67
s -0.6699999999999999
check diff 0
932    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 3.67
s -0.6699999999999999
check diff 0
932    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
932    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 3.67
s -0.6699999999999999
check diff 0
932    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 3.12
s -0.1200000000000001
check diff 0
933    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.91
s 3.09
check diff 3.09
933    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
933    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.17
s 4.83
check diff 4.83
933    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.89
s 3.1100000000000003
check diff 3.1100000000000003
933    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
933    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.17
s 2.83
check diff 2.83
933    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.17
s 2.83
check diff 2.83
933    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.56
s 3.44
check diff 3.44
933    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.2
s 4.8
check diff 4.8
933    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
933    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.2
s 4.8
check diff 4.8
933    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
933    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
933    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
933    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
933    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
933    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
934    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 3.33
s 1.67
check diff 1.67
934    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.3
s 3.7
check diff 3.7
934    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.52
s 1.48
check diff 1.48
934    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.41
s 3.59
check diff 3.59
934    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 3.21
s 1.79
check diff 1.79
934    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.5
s 3.5
check diff 3.5
934    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 3.47
s 1.5299999999999998
check diff 1.5299999999999998
934    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.74
s 3.26
check diff 3.26
934    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 4.02
s 0.9800000000000004
check diff 0.9800000000000004
934    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.93
s 3.0700000000000003
check diff 3.0700000000000003
934    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.8
s 1.2000000000000002
check diff 1.2000000000000002
934    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
934    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.71
s 2.29
check diff 2.29
934    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
934    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.76
s 2.24
check diff 2.24
934    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
934    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.76
s 2.24
check diff 2.24
934    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
934    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.76
s 2.24
check diff 2.24
934    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
934    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.76
s 2.24
check diff 2.24
934    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
934    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.76
s 2.24
check diff 2.24
934    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
935    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.3
s 2.7
check diff 2.7
935    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
935    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.47
s 2.53
check diff 2.53
935    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
935    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.09
s 2.91
check diff 2.91
935    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.97
s 4.03
check diff 4.03
935    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.13
s 2.87
check diff 2.87
935    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.86
s 4.14
check diff 4.14
935    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.53
s 2.47
check diff 2.47
935    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
935    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.43
s 2.57
check diff 2.57
935    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.89
s 4.11
check diff 4.11
935    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.72
s 3.2800000000000002
check diff 3.2800000000000002
935    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
935    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
935    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.0
s 4.0
check diff 4.0
935    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
935    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
935    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
935    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
935    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
935    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
935    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.8
s 3.2
check diff 3.2
935    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
936    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 3.44
s 1.56
check diff 1.56
936    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
936    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.59
s 1.4100000000000001
check diff 1.4100000000000001
936    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.1
s 2.9
check diff 2.9
936    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 3.15
s 1.85
check diff 1.85
936    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.3
s 2.7
check diff 2.7
936    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 3.21
s 1.79
check diff 1.79
936    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.19
s 2.81
check diff 2.81
936    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.8
s 1.2000000000000002
check diff 1.2000000000000002
936    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.43
s 2.57
check diff 2.57
936    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.95
s 1.0499999999999998
check diff 1.0499999999999998
936    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.44
s 2.56
check diff 2.56
936    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.62
s 2.38
check diff 2.38
936    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.49
s 2.51
check diff 2.51
936    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
936    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.49
s 2.51
check diff 2.51
936    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
936    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.48
s 2.52
check diff 2.52
936    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
936    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.48
s 2.52
check diff 2.52
936    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
936    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.48
s 2.52
check diff 2.52
936    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
936    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.48
s 2.52
check diff 2.52
937    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.78
s 0.21999999999999997
check diff 0.21999999999999997
937    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.64
s 1.3599999999999999
check diff 1.3599999999999999
937    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
937    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.65
s 1.35
check diff 1.35
937    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.76
s 0.24
check diff 0.24
937    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.82
s 0.17999999999999994
check diff 0.17999999999999994
937    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.17
s -0.16999999999999993
check diff 0
937    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.17
s -0.16999999999999993
check diff 0
937    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
937    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.72
s 1.28
check diff 1.28
937    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
937    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.72
s 1.28
check diff 1.28
937    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
937    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
937    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
937    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
937    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
937    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
938    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.48
s 1.52
check diff 1.52
938    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.6
s 1.4
check diff 1.4
938    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.47
s 1.53
check diff 1.53
938    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.79
s 1.21
check diff 1.21
938    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.8
s 1.2
check diff 1.2
938    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.86
s 1.14
check diff 1.14
938    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 4.91
s -1.9100000000000001
check diff 0
938    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
938    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
938    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
938    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
938    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 5.0
s -2.0
check diff 0
939    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.41
s 2.59
check diff 2.59
939    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.36
s 2.64
check diff 2.64
939    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
939    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
939    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
939    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.78
s 2.2199999999999998
check diff 2.2199999999999998
939    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.68
s 2.32
check diff 2.32
939    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
939    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.24
s 2.76
check diff 2.76
939    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.64
s 2.36
check diff 2.36
939    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.24
s 2.76
check diff 2.76
939    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.2
s 1.8
check diff 1.8
939    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
939    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
939    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
939    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
939    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
940    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.61
s 1.39
check diff 1.39
940    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
940    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.73
s 1.27
check diff 1.27
940    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.99
s 2.01
check diff 2.01
940    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.59
s 1.41
check diff 1.41
940    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
940    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.65
s 1.35
check diff 1.35
940    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
940    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
940    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
940    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
940    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
940    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.6
s 1.4
check diff 1.4
940    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
940    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
940    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.12
s 1.88
check diff 1.88
940    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.03
s 0.9700000000000002
check diff 0.9700000000000002
940    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.1
s 1.9
check diff 1.9
940    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
940    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.1
s 1.9
check diff 1.9
940    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
940    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.1
s 1.9
check diff 1.9
940    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
940    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.1
s 1.9
check diff 1.9
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
942    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.85
s 1.15
check diff 1.15
942    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
942    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.78
s 1.22
check diff 1.22
942    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
942    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.87
s 1.13
check diff 1.13
942    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
942    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
942    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.35
s 1.65
check diff 1.65
942    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.44
s 0.56
check diff 0.56
942    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.35
s 1.65
check diff 1.65
942    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.31
s 0.69
check diff 0.69
942    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.36
s 1.6400000000000001
check diff 1.6400000000000001
942    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
942    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
942    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
942    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
942    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
942    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
942    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
942    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
942    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
942    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
942    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
942    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
945    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.45
s 2.55
check diff 2.55
945    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.8
s 4.2
check diff 4.2
945    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.41
s 2.59
check diff 2.59
945    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
945    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.22
s 2.78
check diff 2.78
945    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
945    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.71
s 2.29
check diff 2.29
945    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.08
s 3.92
check diff 3.92
945    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.16
s 1.8399999999999999
check diff 1.8399999999999999
945    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.32
s 3.6799999999999997
check diff 3.6799999999999997
945    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.91
s 2.09
check diff 2.09
945    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
945    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.72
s 3.2800000000000002
check diff 3.2800000000000002
945    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.28
s 3.7199999999999998
check diff 3.7199999999999998
945    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
945    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.02
s 3.98
check diff 3.98
945    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
945    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
945    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
945    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
945    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
945    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
945    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
945    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
946    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.19
s -0.18999999999999995
check diff 0
946    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.57
s -0.5700000000000001
check diff 0
946    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.27
s -0.27
check diff 0
946    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.63
s -0.6299999999999999
check diff 0
946    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.17
s -0.16999999999999993
check diff 0
946    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.77
s -0.77
check diff 0
946    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.21
s -0.20999999999999996
check diff 0
946    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.77
s -0.77
check diff 0
946    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.35
s -0.3500000000000001
check diff 0
946    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.77
s -0.77
check diff 0
946    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.41
s -0.4099999999999999
check diff 0
946    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 2.03
s -1.0299999999999998
check diff 0
946    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
946    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 2.57
s -1.5699999999999998
check diff 0
946    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.32
s -0.32000000000000006
check diff 0
946    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 2.73
s -1.73
check diff 0
946    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.23
s -0.22999999999999998
check diff 0
946    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.98
s -0.98
check diff 0
946    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.23
s -0.22999999999999998
check diff 0
946    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.98
s -0.98
check diff 0
946    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.23
s -0.22999999999999998
check diff 0
946    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.98
s -0.98
check diff 0
946    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.23
s -0.22999999999999998
check diff 0
946    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.98
s -0.98
check diff 0
947    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
947    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.45
s 2.55
check diff 2.55
947    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
947    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.45
s 2.55
check diff 2.55
947    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.68
s 2.32
check diff 2.32
947    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
947    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.71
s 2.29
check diff 2.29
947    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
947    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.78
s 2.2199999999999998
check diff 2.2199999999999998
947    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
947    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.78
s 2.2199999999999998
check diff 2.2199999999999998
947    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
947    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.56
s 2.44
check diff 2.44
947    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.5
s 2.5
check diff 2.5
947    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
947    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.86
s 2.14
check diff 2.14
947    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
947    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
947    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
947    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
947    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
947    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
947    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
947    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
948    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.95
s 2.05
check diff 2.05
948    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.74
s 3.26
check diff 3.26
948    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.13
s 1.87
check diff 1.87
948    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
948    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.78
s 2.22
check diff 2.22
948    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.82
s 3.1799999999999997
check diff 3.1799999999999997
948    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.98
s 2.02
check diff 2.02
948    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.86
s 3.1399999999999997
check diff 3.1399999999999997
948    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.66
s 1.3399999999999999
check diff 1.3399999999999999
948    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
948    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.68
s 1.3199999999999998
check diff 1.3199999999999998
948    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.15
s 2.85
check diff 2.85
948    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.6
s 2.4
check diff 2.4
948    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.15
s 2.85
check diff 2.85
948    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
948    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.13
s 2.87
check diff 2.87
948    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
948    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.07
s 2.93
check diff 2.93
948    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
948    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.07
s 2.93
check diff 2.93
948    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
948    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.07
s 2.93
check diff 2.93
948    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
948    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.07
s 2.93
check diff 2.93
949    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 3.02
s 1.98
check diff 1.98
949    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
949    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.2
s 1.7999999999999998
check diff 1.7999999999999998
949    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.07
s 3.9299999999999997
check diff 3.9299999999999997
949    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.83
s 2.17
check diff 2.17
949    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.19
s 3.81
check diff 3.81
949    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.95
s 2.05
check diff 2.05
949    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
949    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.44
s 1.56
check diff 1.56
949    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
949    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.38
s 1.62
check diff 1.62
949    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.29
s 3.71
check diff 3.71
949    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.33
s 2.67
check diff 2.67
949    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
949    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
949    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.25
s 3.75
check diff 3.75
949    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
949    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
949    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
949    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
949    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
949    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
949    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
949    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
950    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
950    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.09
s 0.91
check diff 0.91
950    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
950    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.07
s 0.9299999999999999
check diff 0.9299999999999999
950    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
950    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.11
s 0.89
check diff 0.89
950    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.15
s -0.1499999999999999
check diff 0
950    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.24
s 0.76
check diff 0.76
950    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.14
s -0.1399999999999999
check diff 0
950    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
950    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.2
s -0.19999999999999996
check diff 0
950    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.34
s 0.6599999999999999
check diff 0.6599999999999999
950    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.95
s 0.050000000000000044
check diff 0.050000000000000044
950    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.24
s 0.76
check diff 0.76
950    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.2
s -0.19999999999999996
check diff 0
950    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.25
s 0.75
check diff 0.75
950    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.9
s 0.09999999999999998
check diff 0.09999999999999998
950    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
950    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.9
s 0.09999999999999998
check diff 0.09999999999999998
950    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
950    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.9
s 0.09999999999999998
check diff 0.09999999999999998
950    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
950    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.9
s 0.09999999999999998
check diff 0.09999999999999998
950    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
951    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
951    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
951    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.28
s 0.72
check diff 0.72
951    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
951    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.18
s 0.8200000000000001
check diff 0.8200000000000001
951    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
951    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.22
s 0.78
check diff 0.78
951    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
951    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
951    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
951    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.94
s 1.06
check diff 1.06
951    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
951    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
951    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.25
s 1.75
check diff 1.75
951    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
951    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.33
s 1.67
check diff 1.67
951    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
951    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
951    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
951    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
951    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
951    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
951    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
951    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
952    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.32
s 2.68
check diff 2.68
952    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
952    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.5
s 2.5
check diff 2.5
952    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
952    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.33
s 2.67
check diff 2.67
952    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.09
s 3.91
check diff 3.91
952    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.4
s 2.6
check diff 2.6
952    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
952    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.97
s 2.03
check diff 2.03
952    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.29
s 3.71
check diff 3.71
952    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.94
s 2.06
check diff 2.06
952    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
952    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.03
s 2.97
check diff 2.97
952    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
952    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
952    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
952    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
952    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
952    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
952    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
952    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
952    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
952    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.05
s 2.95
check diff 2.95
952    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
953    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.8
s -0.7999999999999998
check diff 0
953    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.48
s 0.52
check diff 0.52
953    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.42
s -0.41999999999999993
check diff 0
953    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
953    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.19
s -0.18999999999999995
check diff 0
953    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.45
s 0.55
check diff 0.55
953    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.3
s -0.2999999999999998
check diff 0
953    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.51
s 0.49
check diff 0.49
953    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.65
s -0.6499999999999999
check diff 0
953    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.27
s 0.73
check diff 0.73
953    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.69
s -0.69
check diff 0
953    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.45
s 0.55
check diff 0.55
953    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.11
s -0.10999999999999988
check diff 0
953    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.07
s 0.9299999999999999
check diff 0.9299999999999999
953    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 3.16
s -1.1600000000000001
check diff 0
953    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.5
s 0.5
check diff 0.5
953    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.85
s -0.8500000000000001
check diff 0
953    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
953    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.85
s -0.8500000000000001
check diff 0
953    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
953    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.85
s -0.8500000000000001
check diff 0
953    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
953    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.85
s -0.8500000000000001
check diff 0
953    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
954    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
954    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.28
s 3.7199999999999998
check diff 3.7199999999999998
954    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
954    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
954    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.5
s 3.5
check diff 3.5
954    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
954    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
954    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
954    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.72
s 3.2800000000000002
check diff 3.2800000000000002
954    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
954    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.72
s 3.2800000000000002
check diff 3.2800000000000002
954    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
954    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
954    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.46
s 3.54
check diff 3.54
954    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
954    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.46
s 3.54
check diff 3.54
954    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
954    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
954    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
954    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
954    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
954    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
954    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
954    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
956    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
956    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
956    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
956    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
956    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.34
s 1.66
check diff 1.66
956    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
956    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.39
s 1.6099999999999999
check diff 1.6099999999999999
956    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
956    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.44
s 1.56
check diff 1.56
956    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
956    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.44
s 1.56
check diff 1.56
956    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
956    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
956    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
956    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
956    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.33
s 1.67
check diff 1.67
956    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
956    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
956    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
956    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
956    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
956    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
956    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
956    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
957    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
957    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.47
s 0.53
check diff 0.53
957    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.32
s 0.6799999999999999
check diff 0.6799999999999999
957    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.74
s 0.26
check diff 0.26
957    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.29
s 0.71
check diff 0.71
957    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
957    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
957    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
957    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.93
s 0.06999999999999995
check diff 0.06999999999999995
957    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.09
s -0.09000000000000008
check diff 0
957    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.13
s -0.1299999999999999
check diff 0
957    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.34
s -0.3400000000000001
check diff 0
957    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
957    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.35
s -0.3500000000000001
check diff 0
957    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
957    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
957    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
957    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
957    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
957    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
957    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
957    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
957    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
957    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.22
s -0.21999999999999997
check diff 0
958    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.94
s 0.06000000000000005
check diff 0.06000000000000005
958    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.03
s 0.97
check diff 0.97
958    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.01
s -0.010000000000000009
check diff 0
958    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
958    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.93
s 0.06999999999999995
check diff 0.06999999999999995
958    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
958    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
958    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
958    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
958    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
958    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
958    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.0
s 1.0
check diff 1.0
958    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
958    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.05
s 0.95
check diff 0.95
958    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
958    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.05
s 0.95
check diff 0.95
958    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
958    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 -0.0
s 1.0
check diff 1.0
958    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
958    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 -0.0
s 1.0
check diff 1.0
958    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
958    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 -0.0
s 1.0
check diff 1.0
958    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
958    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 -0.0
s 1.0
check diff 1.0
959    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.88
s 0.1200000000000001
check diff 0.1200000000000001
959    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.19
s 1.81
check diff 1.81
959    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.02
s -0.020000000000000018
check diff 0
959    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.17
s 1.83
check diff 1.83
959    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.09
s 0.9099999999999999
check diff 0.9099999999999999
959    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.14
s 1.8599999999999999
check diff 1.8599999999999999
959    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.15
s 0.8500000000000001
check diff 0.8500000000000001
959    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.17
s 1.83
check diff 1.83
959    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.27
s 0.73
check diff 0.73
959    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.17
s 1.83
check diff 1.83
959    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.55
s 0.44999999999999996
check diff 0.44999999999999996
959    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.11
s 1.89
check diff 1.89
959    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.09
s 0.9099999999999999
check diff 0.9099999999999999
959    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.07
s 1.93
check diff 1.93
959    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.98
s 1.02
check diff 1.02
959    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.1
s 1.9
check diff 1.9
959    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.98
s 1.02
check diff 1.02
959    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.08
s 1.92
check diff 1.92
959    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.98
s 1.02
check diff 1.02
959    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.08
s 1.92
check diff 1.92
959    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.98
s 1.02
check diff 1.02
959    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.08
s 1.92
check diff 1.92
959    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.98
s 1.02
check diff 1.02
959    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.08
s 1.92
check diff 1.92
960    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.68
s 0.32000000000000006
check diff 0.32000000000000006
960    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.78
s 1.22
check diff 1.22
960    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.81
s 0.18999999999999995
check diff 0.18999999999999995
960    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
960    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.66
s 0.3400000000000001
check diff 0.3400000000000001
960    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.86
s 1.1400000000000001
check diff 1.1400000000000001
960    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.72
s 0.28
check diff 0.28
960    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.86
s 1.1400000000000001
check diff 1.1400000000000001
960    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
960    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.86
s 1.1400000000000001
check diff 1.1400000000000001
960    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
960    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.86
s 1.1400000000000001
check diff 1.1400000000000001
960    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.38
s 0.6200000000000001
check diff 0.6200000000000001
960    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
960    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
960    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
960    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
960    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.07
s 0.9299999999999999
check diff 0.9299999999999999
960    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
960    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
960    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
960    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
960    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
960    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
961    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.58
s 3.42
check diff 3.42
961    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.04
s 3.96
check diff 3.96
961    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
961    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
961    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.29
s 3.71
check diff 3.71
961    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.04
s 3.96
check diff 3.96
961    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
961    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
961    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.49
s 3.51
check diff 3.51
961    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.06
s 2.94
check diff 2.94
961    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.58
s 3.42
check diff 3.42
961    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
961    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.1
s 3.9
check diff 3.9
961    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
961    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.09
s 3.91
check diff 3.91
961    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
961    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.06
s 3.94
check diff 3.94
961    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.48
s 3.52
check diff 3.52
961    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
961    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
961    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
961    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
961    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
961    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
962    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.5
s 0.5
check diff 0.5
962    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
962    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.68
s 0.31999999999999984
check diff 0.31999999999999984
962    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.93
s 2.07
check diff 2.07
962    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.45
s 0.5499999999999998
check diff 0.5499999999999998
962    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.0
s 2.0
check diff 2.0
962    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.45
s 0.5499999999999998
check diff 0.5499999999999998
962    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.98
s 2.02
check diff 2.02
962    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.66
s 0.33999999999999986
check diff 0.33999999999999986
962    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.09
s 1.91
check diff 1.91
962    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.53
s 0.4700000000000002
check diff 0.4700000000000002
962    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.94
s 2.06
check diff 2.06
962    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.71
s 1.29
check diff 1.29
962    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.09
s 1.91
check diff 1.91
962    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
962    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.78
s 2.2199999999999998
check diff 2.2199999999999998
962    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
962    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.77
s 2.23
check diff 2.23
962    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
962    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.77
s 2.23
check diff 2.23
962    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
962    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.77
s 2.23
check diff 2.23
962    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.63
s 1.37
check diff 1.37
962    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.77
s 2.23
check diff 2.23
963    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.89
s 2.11
check diff 2.11
963    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
963    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.1
s 1.9
check diff 1.9
963    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
963    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.64
s 2.36
check diff 2.36
963    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
963    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
963    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
963    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.1
s 1.9
check diff 1.9
963    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
963    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.95
s 2.05
check diff 2.05
963    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.57
s 3.4299999999999997
check diff 3.4299999999999997
963    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
963    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
963    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
963    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
963    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
963    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
963    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
963    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
963    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
963    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
963    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
963    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
964    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.51
s 0.49
check diff 0.49
964    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.52
s 1.48
check diff 1.48
964    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.58
s 0.41999999999999993
check diff 0.41999999999999993
964    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.53
s 1.47
check diff 1.47
964    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
964    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
964    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.27
s 0.73
check diff 0.73
964    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
964    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.41
s 0.5900000000000001
check diff 0.5900000000000001
964    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
964    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
964    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.19
s 0.81
check diff 0.81
964    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.27
s 0.73
check diff 0.73
964    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.31
s 0.69
check diff 0.69
964    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
964    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.25
s 0.75
check diff 0.75
964    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
964    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
964    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
964    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
964    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
964    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
964    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
964    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
965    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.81
s 1.19
check diff 1.19
965    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
965    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.87
s 1.13
check diff 1.13
965    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
965    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
965    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.32
s 1.68
check diff 1.68
965    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
965    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
965    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
965    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.36
s 1.6400000000000001
check diff 1.6400000000000001
965    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.81
s 1.19
check diff 1.19
965    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.39
s 1.6099999999999999
check diff 1.6099999999999999
965    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.67
s 1.33
check diff 1.33
965    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.46
s 1.54
check diff 1.54
965    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
965    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
965    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
965    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
965    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
965    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.44
s 1.56
check diff 1.56
965    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
965    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.44
s 1.56
check diff 1.56
965    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.8
s 1.2
check diff 1.2
965    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.44
s 1.56
check diff 1.56
966    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
966    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.55
s 2.45
check diff 2.45
966    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
966    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.82
s 2.18
check diff 2.18
966    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.61
s 0.3900000000000001
check diff 0.3900000000000001
966    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.94
s 2.06
check diff 2.06
966    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.34
s 0.6600000000000001
check diff 0.6600000000000001
966    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
966    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.58
s 0.41999999999999993
check diff 0.41999999999999993
966    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
966    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.48
s 0.52
check diff 0.52
966    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.79
s 2.21
check diff 2.21
966    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.33
s 1.67
check diff 1.67
966    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.99
s 2.01
check diff 2.01
966    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.25
s 1.75
check diff 1.75
966    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
966    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.34
s 1.66
check diff 1.66
966    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.68
s 2.32
check diff 2.32
966    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
966    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
966    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
966    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
966    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
966    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
968    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.79
s 3.21
check diff 3.21
968    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
968    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.93
s 3.0700000000000003
check diff 3.0700000000000003
968    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
968    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.82
s 3.1799999999999997
check diff 3.1799999999999997
968    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.09
s 3.91
check diff 3.91
968    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.24
s 2.76
check diff 2.76
968    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
968    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.72
s 2.28
check diff 2.28
968    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.48
s 3.52
check diff 3.52
968    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.7
s 2.3
check diff 2.3
968    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
968    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
968    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
968    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
968    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.25
s 3.75
check diff 3.75
968    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
968    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
968    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
968    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
968    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
968    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
968    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
968    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
969    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.89
s 3.1100000000000003
check diff 3.1100000000000003
969    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.84
s 4.16
check diff 4.16
969    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.03
s 2.97
check diff 2.97
969    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
969    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.7
s 3.3
check diff 3.3
969    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
969    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.86
s 3.1399999999999997
check diff 3.1399999999999997
969    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
969    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.89
s 3.1100000000000003
check diff 3.1100000000000003
969    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.92
s 4.08
check diff 4.08
969    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.82
s 3.1799999999999997
check diff 3.1799999999999997
969    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
969    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.31
s 3.69
check diff 3.69
969    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.89
s 4.11
check diff 4.11
969    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.4
s 3.6
check diff 3.6
969    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.92
s 4.08
check diff 4.08
969    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
969    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
969    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
969    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
969    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
969    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
969    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
969    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
970    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.27
s 2.73
check diff 2.73
970    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.63
s 4.37
check diff 4.37
970    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.6
s 2.4
check diff 2.4
970    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.68
s 4.32
check diff 4.32
970    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.11
s 2.89
check diff 2.89
970    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.68
s 4.32
check diff 4.32
970    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.31
s 2.69
check diff 2.69
970    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
970    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
970    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.79
s 4.21
check diff 4.21
970    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.43
s 2.57
check diff 2.57
970    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
970    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
970    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
970    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
970    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
970    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
970    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
970    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
970    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
970    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
970    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
970    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
970    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
971    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
971    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
971    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.39
s 0.6099999999999999
check diff 0.6099999999999999
971    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.0
s 2.0
check diff 2.0
971    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.2
s 0.7999999999999998
check diff 0.7999999999999998
971    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
971    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 3.15
s -0.1499999999999999
check diff 0
971    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
971    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.03
s -0.029999999999999805
check diff 0
971    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.26
s 1.74
check diff 1.74
971    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 3.07
s -0.06999999999999984
check diff 0
971    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.4
s 1.6
check diff 1.6
971    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.38
s 0.6200000000000001
check diff 0.6200000000000001
971    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.26
s 1.74
check diff 1.74
971    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.32
s 0.6800000000000002
check diff 0.6800000000000002
971    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.08
s 1.92
check diff 1.92
971    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.41
s 0.5899999999999999
check diff 0.5899999999999999
971    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.09
s 1.91
check diff 1.91
971    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.82
s 1.18
check diff 1.18
971    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
971    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.82
s 1.18
check diff 1.18
971    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
971    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.82
s 1.18
check diff 1.18
971    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
972    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.5
s 3.5
check diff 3.5
972    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.51
s 4.49
check diff 4.49
972    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.59
s 3.41
check diff 3.41
972    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.51
s 4.49
check diff 4.49
972    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.44
s 3.56
check diff 3.56
972    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.59
s 4.41
check diff 4.41
972    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.48
s 3.52
check diff 3.52
972    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.6
s 4.4
check diff 4.4
972    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
972    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.72
s 4.28
check diff 4.28
972    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.78
s 3.2199999999999998
check diff 3.2199999999999998
972    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.72
s 4.28
check diff 4.28
972    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
972    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
972    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
972    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
972    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.38
s 3.62
check diff 3.62
972    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.73
s 4.27
check diff 4.27
972    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
972    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
972    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
972    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
972    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
972    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
973    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.55
s 0.4500000000000002
check diff 0.4500000000000002
973    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.36
s 0.6400000000000001
check diff 0.6400000000000001
973    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.17
s 0.8300000000000001
check diff 0.8300000000000001
973    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.1
s 0.8999999999999999
check diff 0.8999999999999999
973    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.3
s 0.7000000000000002
check diff 0.7000000000000002
973    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.28
s 0.7200000000000002
check diff 0.7200000000000002
973    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
973    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
973    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
973    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
973    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
973    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
974    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.13
s 0.8700000000000001
check diff 0.8700000000000001
974    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
974    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.29
s 0.71
check diff 0.71
974    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.34
s 2.66
check diff 2.66
974    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.1
s 0.8999999999999999
check diff 0.8999999999999999
974    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.32
s 2.68
check diff 2.68
974    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.18
s 0.8199999999999998
check diff 0.8199999999999998
974    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
974    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.42
s 0.5800000000000001
check diff 0.5800000000000001
974    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
974    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.42
s 0.5800000000000001
check diff 0.5800000000000001
974    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.38
s 2.62
check diff 2.62
974    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.74
s 1.26
check diff 1.26
974    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.4
s 2.6
check diff 2.6
974    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.77
s 1.23
check diff 1.23
974    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.4
s 2.6
check diff 2.6
974    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.77
s 1.23
check diff 1.23
974    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.38
s 2.62
check diff 2.62
974    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
974    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
974    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
974    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
974    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
974    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
975    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.73
s -0.73
check diff 0
975    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
975    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.86
s -0.8600000000000001
check diff 0
975    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.99
s 0.010000000000000009
check diff 0.010000000000000009
975    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.71
s -0.71
check diff 0
975    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.78
s -0.78
check diff 0
975    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.97
s -0.97
check diff 0
975    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.97
s -0.97
check diff 0
975    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.42
s -0.41999999999999993
check diff 0
975    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.09
s -0.09000000000000008
check diff 0
975    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
975    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.09
s -0.09000000000000008
check diff 0
975    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
975    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
975    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
975    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
975    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
975    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
978    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
978    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.45
s 4.55
check diff 4.55
978    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.04
s 2.96
check diff 2.96
978    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
978    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.89
s 3.1100000000000003
check diff 3.1100000000000003
978    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
978    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.06
s 2.94
check diff 2.94
978    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.57
s 4.43
check diff 4.43
978    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.32
s 2.68
check diff 2.68
978    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
978    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.27
s 2.73
check diff 2.73
978    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.68
s 4.32
check diff 4.32
978    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
978    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.7
s 4.3
check diff 4.3
978    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
978    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.7
s 4.3
check diff 4.3
978    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
978    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.83
s 4.17
check diff 4.17
978    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
978    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.83
s 4.17
check diff 4.17
978    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
978    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.83
s 4.17
check diff 4.17
978    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
978    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.83
s 4.17
check diff 4.17
979    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.96
s 3.04
check diff 3.04
979    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
979    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
979    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
979    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
979    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.61
s 3.3899999999999997
check diff 3.3899999999999997
979    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
979    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.55
s 2.45
check diff 2.45
979    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.84
s 3.16
check diff 3.16
979    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
979    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
979    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
979    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
979    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
979    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
979    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
979    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
979    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
980    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 4.34
s -2.34
check diff 0
980    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.82
s 1.1800000000000002
check diff 1.1800000000000002
980    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 4.67
s -2.67
check diff 0
980    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
980    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 4.3
s -2.3
check diff 0
980    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.01
s 0.99
check diff 0.99
980    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 4.45
s -2.45
check diff 0
980    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
980    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 4.94
s -2.9400000000000004
check diff 0
980    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
980    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 4.93
s -2.9299999999999997
check diff 0
980    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.87
s 1.13
check diff 1.13
980    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 3.56
s -1.56
check diff 0
980    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.88
s 1.12
check diff 1.12
980    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 3.62
s -1.62
check diff 0
980    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.88
s 1.12
check diff 1.12
980    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 3.62
s -1.62
check diff 0
980    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
980    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 3.62
s -1.62
check diff 0
980    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
980    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 3.62
s -1.62
check diff 0
980    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
980    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 3.62
s -1.62
check diff 0
980    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
982    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.34
s 2.66
check diff 2.66
982    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
982    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.52
s 2.48
check diff 2.48
982    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
982    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
982    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.84
s 4.16
check diff 4.16
982    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.61
s 2.39
check diff 2.39
982    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.91
s 4.09
check diff 4.09
982    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.95
s 2.05
check diff 2.05
982    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
982    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.55
s 2.45
check diff 2.45
982    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
982    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.61
s 3.3899999999999997
check diff 3.3899999999999997
982    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
982    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.45
s 3.55
check diff 3.55
982    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.96
s 4.04
check diff 4.04
982    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
982    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
982    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
982    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
982    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
982    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
982    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
982    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
983    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.27
s 2.73
check diff 2.73
983    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.66
s 2.34
check diff 2.34
983    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.3
s 2.7
check diff 2.7
983    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
983    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.27
s 2.73
check diff 2.73
983    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
983    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.28
s 2.7199999999999998
check diff 2.7199999999999998
983    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.54
s 2.46
check diff 2.46
983    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
983    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.41
s 2.59
check diff 2.59
983    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
983    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.38
s 2.62
check diff 2.62
983    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.23
s 2.77
check diff 2.77
983    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.39
s 2.61
check diff 2.61
983    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.23
s 2.77
check diff 2.77
983    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
983    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.35
s 2.65
check diff 2.65
983    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
983    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.35
s 2.65
check diff 2.65
983    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
983    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.35
s 2.65
check diff 2.65
983    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
983    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.35
s 2.65
check diff 2.65
983    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
984    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 3.15
s -1.15
check diff 0
984    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 3.09
s -1.0899999999999999
check diff 0
984    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 3.07
s -1.0699999999999998
check diff 0
984    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 3.18
s -1.1800000000000002
check diff 0
984    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 3.53
s -1.5299999999999998
check diff 0
984    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 3.53
s -1.5299999999999998
check diff 0
984    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.54
s -0.54
check diff 0
984    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.59
s -0.5899999999999999
check diff 0
984    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.59
s -0.5899999999999999
check diff 0
984    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.59
s -0.5899999999999999
check diff 0
984    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.59
s -0.5899999999999999
check diff 0
984    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
984    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.59
s -0.5899999999999999
check diff 0
984    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
985    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.33
s 0.6699999999999999
check diff 0.6699999999999999
985    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
985    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.36
s 0.64
check diff 0.64
985    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
985    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.33
s 0.6699999999999999
check diff 0.6699999999999999
985    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
985    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.06
s -0.06000000000000005
check diff 0
985    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.18
s -0.17999999999999994
check diff 0
985    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.18
s -0.17999999999999994
check diff 0
985    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.85
s 0.15000000000000002
check diff 0.15000000000000002
985    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
985    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
985    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
987    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.06
s 3.94
check diff 3.94
987    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.12
s 4.88
check diff 4.88
987    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.14
s 3.8600000000000003
check diff 3.8600000000000003
987    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.97
s 4.03
check diff 4.03
987    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.21
s 3.79
check diff 3.79
987    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
987    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
987    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
987    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.11
s 4.89
check diff 4.89
987    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
987    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.11
s 4.89
check diff 4.89
987    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
987    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
987    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
987    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
987    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
987    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.09
s 4.91
check diff 4.91
988    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.86
s 2.14
check diff 2.14
988    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
988    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.06
s 1.94
check diff 1.94
988    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
988    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.65
s 2.35
check diff 2.35
988    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
988    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.99
s 2.01
check diff 2.01
988    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
988    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.88
s 1.12
check diff 1.12
988    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
988    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.13
s 1.87
check diff 1.87
988    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.25
s 3.75
check diff 3.75
988    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.96
s 3.04
check diff 3.04
988    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.49
s 3.51
check diff 3.51
988    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
988    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.41
s 3.59
check diff 3.59
988    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
988    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
988    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
988    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
988    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
988    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
988    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.81
s 3.19
check diff 3.19
988    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
989    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.02
s 2.98
check diff 2.98
989    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.96
s 3.04
check diff 3.04
989    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
989    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.13
s 2.87
check diff 2.87
989    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.48
s 2.52
check diff 2.52
989    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
989    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.4
s 3.6
check diff 3.6
989    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
989    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
989    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
989    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
989    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
990    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
990    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
990    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
990    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.82
s 4.18
check diff 4.18
990    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
990    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.73
s 4.27
check diff 4.27
990    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
990    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.78
s 4.22
check diff 4.22
990    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
990    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.82
s 4.18
check diff 4.18
990    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.33
s 3.67
check diff 3.67
990    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.26
s 3.74
check diff 3.74
990    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.96
s 4.04
check diff 4.04
990    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
990    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
990    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.37
s 2.63
check diff 2.63
990    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
990    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
990    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
990    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
990    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
990    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
990    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
990    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
992    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.77
s 0.22999999999999998
check diff 0.22999999999999998
992    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.31
s 0.69
check diff 0.69
992    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
992    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.33
s 0.6699999999999999
check diff 0.6699999999999999
992    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.53
s 0.47
check diff 0.47
992    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.36
s 0.64
check diff 0.64
992    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.68
s 0.31999999999999995
check diff 0.31999999999999995
992    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.38
s 0.62
check diff 0.62
992    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
992    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
992    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
992    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
992    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.52
s 0.48
check diff 0.48
992    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.33
s 0.6699999999999999
check diff 0.6699999999999999
992    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
992    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.37
s 0.63
check diff 0.63
992    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
992    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
992    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
992    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
992    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
992    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
992    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
992    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
993    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.15
s -0.1499999999999999
check diff 0
993    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.16
s -0.15999999999999992
check diff 0
993    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.24
s -0.24
check diff 0
993    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.2
s -0.19999999999999996
check diff 0
993    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.14
s -0.1399999999999999
check diff 0
993    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
993    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.18
s -0.17999999999999994
check diff 0
993    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
993    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.31
s -0.31000000000000005
check diff 0
993    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
993    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.31
s -0.31000000000000005
check diff 0
993    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.3
s -0.30000000000000004
check diff 0
993    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.52
s -0.52
check diff 0
993    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.45
s -0.44999999999999996
check diff 0
993    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.8
s -0.8
check diff 0
993    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 2.27
s -1.27
check diff 0
993    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.8
s -0.8
check diff 0
993    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 2.26
s -1.2599999999999998
check diff 0
993    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.62
s -0.6200000000000001
check diff 0
993    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.5
s -0.5
check diff 0
993    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.62
s -0.6200000000000001
check diff 0
993    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.5
s -0.5
check diff 0
993    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.62
s -0.6200000000000001
check diff 0
993    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.5
s -0.5
check diff 0
994    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.49
s 1.51
check diff 1.51
994    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.46
s 1.54
check diff 1.54
994    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.6
s 1.4
check diff 1.4
994    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.52
s 1.48
check diff 1.48
994    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.43
s 1.57
check diff 1.57
994    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.46
s 1.54
check diff 1.54
994    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.27
s 1.73
check diff 1.73
994    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.22
s 0.7799999999999998
check diff 0.7799999999999998
994    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.56
s 0.43999999999999995
check diff 0.43999999999999995
994    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.22
s 0.7799999999999998
check diff 0.7799999999999998
994    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.17
s 0.8300000000000001
check diff 0.8300000000000001
994    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.75
s 1.25
check diff 1.25
994    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.65
s 1.35
check diff 1.35
994    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.21
s 0.79
check diff 0.79
994    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
994    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.15
s 0.8500000000000001
check diff 0.8500000000000001
994    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
994    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
994    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
994    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
994    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
994    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
994    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
994    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.14
s 0.8599999999999999
check diff 0.8599999999999999
995    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.28
s 0.7200000000000002
check diff 0.7200000000000002
995    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
995    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.45
s 0.5499999999999998
check diff 0.5499999999999998
995    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.3
s 2.7
check diff 2.7
995    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.18
s 0.8199999999999998
check diff 0.8199999999999998
995    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
995    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.25
s 0.75
check diff 0.75
995    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
995    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.5
s 0.5
check diff 0.5
995    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
995    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.5
s 0.5
check diff 0.5
995    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
995    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.8
s 1.2
check diff 1.2
995    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.35
s 2.65
check diff 2.65
995    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
995    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.45
s 2.55
check diff 2.55
995    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
995    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
995    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
995    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
995    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
995    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
995    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
995    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
996    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.89
s -0.8899999999999999
check diff 0
996    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.52
s 0.48
check diff 0.48
996    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 2.04
s -1.04
check diff 0
996    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.52
s 0.48
check diff 0.48
996    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.87
s -0.8700000000000001
check diff 0
996    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
996    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.94
s -0.94
check diff 0
996    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
996    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 2.24
s -1.2400000000000002
check diff 0
996    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
996    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 2.72
s -1.7200000000000002
check diff 0
996    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
996    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.63
s -0.6299999999999999
check diff 0
996    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
996    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.59
s -0.5900000000000001
check diff 0
996    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
996    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.52
s -0.52
check diff 0
996    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
996    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.4
s -0.3999999999999999
check diff 0
996    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.91
s 0.08999999999999997
check diff 0.08999999999999997
996    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.4
s -0.3999999999999999
check diff 0
996    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.91
s 0.08999999999999997
check diff 0.08999999999999997
996    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.4
s -0.3999999999999999
check diff 0
996    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.91
s 0.08999999999999997
check diff 0.08999999999999997
997    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 3.25
s 1.75
check diff 1.75
997    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.84
s 4.16
check diff 4.16
997    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.49
s 1.5099999999999998
check diff 1.5099999999999998
997    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.86
s 4.14
check diff 4.14
997    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 3.21
s 1.79
check diff 1.79
997    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
997    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 3.66
s 1.3399999999999999
check diff 1.3399999999999999
997    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.02
s 3.98
check diff 3.98
997    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.41
s 1.5899999999999999
check diff 1.5899999999999999
997    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
997    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 4.21
s 0.79
check diff 0.79
997    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.6
s 3.4
check diff 3.4
997    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 5.0
s 0.0
check diff 0.0
997    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
997    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 3.08
s 1.92
check diff 1.92
997    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
997    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 3.08
s 1.92
check diff 1.92
997    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
997    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 3.08
s 1.92
check diff 1.92
997    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
997    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 3.08
s 1.92
check diff 1.92
997    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
997    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 3.08
s 1.92
check diff 1.92
997    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
999    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
999    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
999    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.06
s 0.94
check diff 0.94
999    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
999    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
999    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.54
s 1.46
check diff 1.46
999    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.01
s 0.99
check diff 0.99
999    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.54
s 1.46
check diff 1.46
999    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.02
s 0.98
check diff 0.98
999    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
999    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.02
s 0.98
check diff 0.98
999    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
999    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.55
s 1.45
check diff 1.45
999    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.35
s 1.65
check diff 1.65
999    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
999    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.32
s 1.68
check diff 1.68
999    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
999    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
999    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
999    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
999    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
999    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
999    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.68
s 1.3199999999999998
check diff 1.3199999999999998
999    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.31
s 1.69
check diff 1.69
1000    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.13
s 0.8700000000000001
check diff 0.8700000000000001
1000    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.39
s 2.61
check diff 2.61
1000    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.16
s 0.8399999999999999
check diff 0.8399999999999999
1000    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.3
s 2.7
check diff 2.7
1000    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.75
s 1.25
check diff 1.25
1000    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.25
s 2.75
check diff 2.75
1000    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.81
s 1.19
check diff 1.19
1000    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.25
s 2.75
check diff 2.75
1000    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.95
s 1.05
check diff 1.05
1000    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.33
s 2.67
check diff 2.67
1000    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.51
s 0.4900000000000002
check diff 0.4900000000000002
1000    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.27
s 2.73
check diff 2.73
1000    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.55
s 1.45
check diff 1.45
1000    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.21
s 2.79
check diff 2.79
1000    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.79
s 1.21
check diff 1.21
1000    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
1000    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.92
s 1.08
check diff 1.08
1000    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
1000    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 3.0
s 0.0
check diff 0.0
1000    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.28
s 2.7199999999999998
check diff 2.7199999999999998
1000    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 3.0
s 0.0
check diff 0.0
1000    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.28
s 2.7199999999999998
check diff 2.7199999999999998
1000    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 3.0
s 0.0
check diff 0.0
1000    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.28
s 2.7199999999999998
check diff 2.7199999999999998
1001    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.68
s 1.32
check diff 1.32
1001    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.75
s 2.25
check diff 2.25
1001    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.72
s 1.28
check diff 1.28
1001    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.72
s 2.2800000000000002
check diff 2.2800000000000002
1001    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.56
s 1.44
check diff 1.44
1001    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.84
s 2.16
check diff 2.16
1001    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.61
s 1.39
check diff 1.39
1001    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1001    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.04
s 0.96
check diff 0.96
1001    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.03
s 1.97
check diff 1.97
1001    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.03
s 0.9700000000000002
check diff 0.9700000000000002
1001    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.0
s 2.0
check diff 2.0
1001    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.47
s 1.53
check diff 1.53
1001    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.93
s 2.07
check diff 2.07
1001    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1001    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.93
s 2.07
check diff 2.07
1001    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1001    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
1001    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1001    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
1001    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1001    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
1001    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1001    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.91
s 2.09
check diff 2.09
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1003    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 4.65
s -2.6500000000000004
check diff 0
1003    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.31
s 0.69
check diff 0.69
1003    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 5.0
s -3.0
check diff 0
1003    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.36
s 0.6399999999999999
check diff 0.6399999999999999
1003    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 4.6
s -2.5999999999999996
check diff 0
1003    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.65
s 0.3500000000000001
check diff 0.3500000000000001
1003    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 3.69
s -1.69
check diff 0
1003    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1003    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 4.85
s -2.8499999999999996
check diff 0
1003    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.75
s 0.25
check diff 0.25
1003    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 4.54
s -2.54
check diff 0
1003    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.67
s 0.33000000000000007
check diff 0.33000000000000007
1003    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.99
s -0.9900000000000002
check diff 0
1003    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.59
s 0.4099999999999999
check diff 0.4099999999999999
1003    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.84
s -0.8399999999999999
check diff 0
1003    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.5
s 0.5
check diff 0.5
1003    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.6
s -0.6000000000000001
check diff 0
1003    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.29
s 0.71
check diff 0.71
1003    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.6
s -0.6000000000000001
check diff 0
1003    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.29
s 0.71
check diff 0.71
1003    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.6
s -0.6000000000000001
check diff 0
1003    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.29
s 0.71
check diff 0.71
1003    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.6
s -0.6000000000000001
check diff 0
1003    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.29
s 0.71
check diff 0.71
1004    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.51
s 4.49
check diff 4.49
1004    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.55
s 4.45
check diff 4.45
1004    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.51
s 4.49
check diff 4.49
1004    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.52
s 4.48
check diff 4.48
1004    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1004    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.55
s 4.45
check diff 4.45
1004    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.72
s 4.28
check diff 4.28
1004    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1004    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.61
s 4.39
check diff 4.39
1004    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.33
s 4.67
check diff 4.67
1004    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.33
s 4.67
check diff 4.67
1004    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.33
s 4.67
check diff 4.67
1005    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.78
s 0.21999999999999997
check diff 0.21999999999999997
1005    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
1005    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
1005    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
1005    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.76
s 0.24
check diff 0.24
1005    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
1005    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.82
s 0.17999999999999994
check diff 0.17999999999999994
1005    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
1005    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.02
s -0.020000000000000018
check diff 0
1005    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
1005    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.02
s -0.020000000000000018
check diff 0
1005    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.23
s 1.77
check diff 1.77
1005    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.29
s 0.71
check diff 0.71
1005    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.11
s 1.89
check diff 1.89
1005    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.32
s 0.6799999999999999
check diff 0.6799999999999999
1005    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.11
s 1.89
check diff 1.89
1005    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.32
s 0.6799999999999999
check diff 0.6799999999999999
1005    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.09
s 1.91
check diff 1.91
1005    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.32
s 0.6799999999999999
check diff 0.6799999999999999
1005    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.09
s 1.91
check diff 1.91
1005    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.32
s 0.6799999999999999
check diff 0.6799999999999999
1005    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.09
s 1.91
check diff 1.91
1005    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.32
s 0.6799999999999999
check diff 0.6799999999999999
1005    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.09
s 1.91
check diff 1.91
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1007    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 4.3
s -2.3
check diff 0
1007    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.94
s 1.06
check diff 1.06
1007    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.95
s -0.9500000000000002
check diff 0
1007    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
1007    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.96
s -0.96
check diff 0
1007    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.73
s -0.73
check diff 0
1007    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.9
s -0.8999999999999999
check diff 0
1007    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 3.3
s -1.2999999999999998
check diff 0
1007    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.4
s -0.3999999999999999
check diff 0
1007    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.06
s 0.94
check diff 0.94
1007    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.68
s -0.6800000000000002
check diff 0
1007    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.06
s 0.94
check diff 0.94
1007    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.63
s -0.6299999999999999
check diff 0
1007    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.63
s -0.6299999999999999
check diff 0
1007    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.63
s -0.6299999999999999
check diff 0
1007    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1007    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.63
s -0.6299999999999999
check diff 0
1007    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1008    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.4
s -0.3999999999999999
check diff 0
1008    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
1008    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.5
s -0.5
check diff 0
1008    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.42
s 0.5800000000000001
check diff 0.5800000000000001
1008    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 2.03
s -1.0299999999999998
check diff 0
1008    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1008    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 2.1
s -1.1
check diff 0
1008    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1008    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 2.33
s -1.33
check diff 0
1008    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1008    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 2.32
s -1.3199999999999998
check diff 0
1008    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1008    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.68
s -0.6799999999999999
check diff 0
1008    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
1008    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.71
s -0.71
check diff 0
1008    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
1008    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1008    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
1008    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1008    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
1008    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1008    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
1008    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1008    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1010    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.56
s 1.44
check diff 1.44
1010    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.68
s 2.32
check diff 2.32
1010    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.68
s 1.32
check diff 1.32
1010    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1010    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.34
s 1.66
check diff 1.66
1010    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1010    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.38
s 1.62
check diff 1.62
1010    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1010    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
1010    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1010    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.57
s 0.43000000000000016
check diff 0.43000000000000016
1010    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1010    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.85
s 1.15
check diff 1.15
1010    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
1010    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1010    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
1010    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1010    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1010    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1010    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1010    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1010    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1010    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1010    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.98
s 1.02
check diff 1.02
1011    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.0
s 0.0
check diff 0.0
1011    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.42
s 0.5800000000000001
check diff 0.5800000000000001
1011    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.07
s -0.07000000000000006
check diff 0
1011    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.42
s 0.5800000000000001
check diff 0.5800000000000001
1011    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.99
s 0.010000000000000009
check diff 0.010000000000000009
1011    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
1011    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.02
s -0.020000000000000018
check diff 0
1011    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
1011    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.38
s -0.3799999999999999
check diff 0
1011    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
1011    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 2.15
s -1.15
check diff 0
1011    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
1011    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.55
s -0.55
check diff 0
1011    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
1011    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.58
s -0.5800000000000001
check diff 0
1011    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
1011    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.58
s -0.5800000000000001
check diff 0
1011    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
1011    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.58
s -0.5800000000000001
check diff 0
1011    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
1011    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.58
s -0.5800000000000001
check diff 0
1011    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
1011    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.58
s -0.5800000000000001
check diff 0
1011    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.48
s 0.52
check diff 0.52
1012    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.34
s 2.66
check diff 2.66
1012    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
1012    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.51
s 2.49
check diff 2.49
1012    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.3
s 3.7
check diff 3.7
1012    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.28
s 2.72
check diff 2.72
1012    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.35
s 3.65
check diff 3.65
1012    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.44
s 2.56
check diff 2.56
1012    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.43
s 3.5700000000000003
check diff 3.5700000000000003
1012    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.94
s 2.06
check diff 2.06
1012    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1012    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.97
s 2.03
check diff 2.03
1012    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.58
s 3.42
check diff 3.42
1012    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.11
s 2.89
check diff 2.89
1012    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1012    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.14
s 2.86
check diff 2.86
1012    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.62
s 3.38
check diff 3.38
1012    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1012    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1012    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1012    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1012    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1012    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1012    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1012    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1013    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 3.11
s 1.8900000000000001
check diff 1.8900000000000001
1013    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.3
s 3.7
check diff 3.7
1013    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.13
s 1.87
check diff 1.87
1013    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1013    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.74
s 2.26
check diff 2.26
1013    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
1013    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.53
s 2.47
check diff 2.47
1013    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
1013    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.1
s 1.9
check diff 1.9
1013    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.94
s 3.06
check diff 3.06
1013    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.61
s 1.3900000000000001
check diff 1.3900000000000001
1013    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.94
s 3.06
check diff 3.06
1013    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.55
s 2.45
check diff 2.45
1013    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1013    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
1013    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1013    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.39
s 2.61
check diff 2.61
1013    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
1013    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.39
s 2.61
check diff 2.61
1013    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
1013    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.39
s 2.61
check diff 2.61
1013    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
1013    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.39
s 2.61
check diff 2.61
1013    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
1014    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.17
s 1.83
check diff 1.83
1014    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.04
s 0.96
check diff 0.96
1014    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.25
s 1.75
check diff 1.75
1014    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.08
s 0.9199999999999999
check diff 0.9199999999999999
1014    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.6
s 1.4
check diff 1.4
1014    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.62
s 1.38
check diff 1.38
1014    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.69
s 1.31
check diff 1.31
1014    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.69
s 1.31
check diff 1.31
1014    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.49
s 1.51
check diff 1.51
1014    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.18
s 0.8200000000000001
check diff 0.8200000000000001
1014    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1014    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.18
s 0.8200000000000001
check diff 0.8200000000000001
1014    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1014    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1014    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1014    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1014    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1014    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1015    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.75
s 0.25
check diff 0.25
1015    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.22
s 0.78
check diff 0.78
1015    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
1015    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.21
s 0.79
check diff 0.79
1015    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.82
s 0.18000000000000005
check diff 0.18000000000000005
1015    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.35
s 0.65
check diff 0.65
1015    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.85
s 0.15000000000000002
check diff 0.15000000000000002
1015    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.27
s 0.73
check diff 0.73
1015    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.17
s -0.16999999999999993
check diff 0
1015    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.38
s 0.62
check diff 0.62
1015    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
1015    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1015    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.92
s 0.07999999999999996
check diff 0.07999999999999996
1015    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.57
s 0.43000000000000005
check diff 0.43000000000000005
1015    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.94
s 0.06000000000000005
check diff 0.06000000000000005
1015    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.74
s 0.26
check diff 0.26
1015    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 1.15
s -0.1499999999999999
check diff 0
1015    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
1015    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1015    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.92
s 0.07999999999999996
check diff 0.07999999999999996
1015    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1015    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.92
s 0.07999999999999996
check diff 0.07999999999999996
1015    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.9
s -0.8999999999999999
check diff 0
1015    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.92
s 0.07999999999999996
check diff 0.07999999999999996
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1017    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.85
s 2.15
check diff 2.15
1017    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.03
s 2.97
check diff 2.97
1017    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.79
s 2.21
check diff 2.21
1017    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.92
s 3.08
check diff 3.08
1017    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.62
s 2.38
check diff 2.38
1017    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.15
s 2.85
check diff 2.85
1017    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.59
s 2.41
check diff 2.41
1017    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.07
s 2.93
check diff 2.93
1017    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.3
s 1.7000000000000002
check diff 1.7000000000000002
1017    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.23
s 2.77
check diff 2.77
1017    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.14
s 1.8599999999999999
check diff 1.8599999999999999
1017    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.06
s 2.94
check diff 2.94
1017    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1017    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.0
s 3.0
check diff 3.0
1017    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
1017    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.0
s 3.0
check diff 3.0
1017    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
1017    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1017    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
1017    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1017    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
1017    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1017    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.2
s 2.8
check diff 2.8
1017    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1018    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
1018    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.19
s 4.81
check diff 4.81
1018    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.06
s 2.94
check diff 2.94
1018    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
1018    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1018    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
1018    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.97
s 3.0300000000000002
check diff 3.0300000000000002
1018    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
1018    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.18
s 2.82
check diff 2.82
1018    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
1018    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.77
s 3.23
check diff 3.23
1018    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
1018    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
1018    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
1018    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1018    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
1018    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1018    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1018    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1018    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1018    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1018    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1018    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.53
s 3.4699999999999998
check diff 3.4699999999999998
1018    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1019    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.64
s 1.3599999999999999
check diff 1.3599999999999999
1019    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1019    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.69
s 1.31
check diff 1.31
1019    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1019    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.64
s 1.3599999999999999
check diff 1.3599999999999999
1019    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1019    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
1019    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1019    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1019    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1019    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1019    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1019    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.53
s 1.47
check diff 1.47
1019    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
1019    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.54
s 1.46
check diff 1.46
1019    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
1019    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.54
s 1.46
check diff 1.46
1019    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1019    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1019    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1019    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1019    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
1019    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1019    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.5
s 1.5
check diff 1.5
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1021    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1021    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.63
s 2.37
check diff 2.37
1021    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.31
s 1.69
check diff 1.69
1021    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.64
s 2.36
check diff 2.36
1021    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
1021    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1021    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
1021    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1021    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
1021    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1021    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.88
s 2.12
check diff 2.12
1021    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1021    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.64
s 2.36
check diff 2.36
1021    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.71
s 2.29
check diff 2.29
1021    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1021    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.72
s 2.2800000000000002
check diff 2.2800000000000002
1021    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1021    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1021    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1021    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1021    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1021    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1021    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1021    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1023    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
1023    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.58
s 1.42
check diff 1.42
1023    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.51
s 0.49
check diff 0.49
1023    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.58
s 1.42
check diff 1.42
1023    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1023    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.63
s 1.37
check diff 1.37
1023    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.57
s 0.42999999999999994
check diff 0.42999999999999994
1023    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.65
s 1.35
check diff 1.35
1023    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.74
s 0.26
check diff 0.26
1023    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.65
s 1.35
check diff 1.35
1023    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.74
s 0.26
check diff 0.26
1023    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.65
s 1.35
check diff 1.35
1023    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.44
s 0.56
check diff 0.56
1023    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.71
s 0.29000000000000004
check diff 0.29000000000000004
1023    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1023    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.12
s 0.8799999999999999
check diff 0.8799999999999999
1023    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1023    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1023    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1023    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1023    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1023    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1023    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1023    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1024    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.98
s 2.02
check diff 2.02
1024    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.23
s 2.77
check diff 2.77
1024    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.11
s 1.89
check diff 1.89
1024    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
1024    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.01
s 1.99
check diff 1.99
1024    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
1024    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.06
s 1.94
check diff 1.94
1024    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.38
s 2.62
check diff 2.62
1024    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.31
s 1.69
check diff 1.69
1024    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.39
s 2.61
check diff 2.61
1024    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
1024    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.32
s 2.68
check diff 2.68
1024    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
1024    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.43
s 2.57
check diff 2.57
1024    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.84
s 2.16
check diff 2.16
1024    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1024    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.85
s 2.15
check diff 2.15
1024    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.5
s 2.5
check diff 2.5
1024    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1024    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
1024    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1024    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
1024    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1024    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.46
s 2.54
check diff 2.54
1025    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.67
s 1.33
check diff 1.33
1025    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1025    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.18
s 1.82
check diff 1.82
1025    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.66
s 1.3399999999999999
check diff 1.3399999999999999
1025    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
1025    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1025    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
1025    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1025    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1025    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.69
s 1.31
check diff 1.31
1025    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1025    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1025    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1025    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1025    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1025    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1025    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1025    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.7
s 1.3
check diff 1.3
1025    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1026    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.3
s 2.7
check diff 2.7
1026    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.06
s 3.94
check diff 3.94
1026    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.47
s 2.53
check diff 2.53
1026    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.86
s 4.14
check diff 4.14
1026    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.08
s 2.92
check diff 2.92
1026    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
1026    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.17
s 2.83
check diff 2.83
1026    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
1026    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.42
s 2.58
check diff 2.58
1026    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.04
s 3.96
check diff 3.96
1026    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.34
s 2.66
check diff 2.66
1026    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.15
s 3.85
check diff 3.85
1026    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.56
s 3.44
check diff 3.44
1026    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.11
s 3.8899999999999997
check diff 3.8899999999999997
1026    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
1026    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.13
s 3.87
check diff 3.87
1026    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
1026    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1026    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
1026    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1026    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
1026    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1026    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.55
s 3.45
check diff 3.45
1026    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1027    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.38
s 2.62
check diff 2.62
1027    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.8
s 4.2
check diff 4.2
1027    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.45
s 2.55
check diff 2.55
1027    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.84
s 4.16
check diff 4.16
1027    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1027    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.1
s 3.9
check diff 3.9
1027    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.33
s 2.67
check diff 2.67
1027    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.88
s 4.12
check diff 4.12
1027    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.3
s 1.7000000000000002
check diff 1.7000000000000002
1027    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1027    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.13
s 1.87
check diff 1.87
1027    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.08
s 3.92
check diff 3.92
1027    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
1027    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1027    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1027    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1027    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1027    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
1027    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1027    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
1027    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1027    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
1027    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.16
s 2.84
check diff 2.84
1027    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
1028    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.7
s 3.3
check diff 3.3
1028    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.25
s 2.75
check diff 2.75
1028    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.83
s 3.17
check diff 3.17
1028    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.36
s 2.64
check diff 2.64
1028    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1028    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.75
s 3.25
check diff 3.25
1028    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.94
s 3.06
check diff 3.06
1028    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.93
s 3.0700000000000003
check diff 3.0700000000000003
1028    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.4
s 3.6
check diff 3.6
1028    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.57
s 2.43
check diff 2.43
1028    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
1028    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.57
s 2.43
check diff 2.43
1028    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
1028    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
1028    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
1028    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1028    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.42
s 3.58
check diff 3.58
1028    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1029    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.49
s 4.51
check diff 4.51
1029    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.53
s 4.47
check diff 4.47
1029    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.49
s 4.51
check diff 4.51
1029    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.51
s 4.49
check diff 4.49
1029    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.56
s 4.4399999999999995
check diff 4.4399999999999995
1029    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.56
s 4.4399999999999995
check diff 4.4399999999999995
1029    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.4
s 4.6
check diff 4.6
1029    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
1029    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
1029    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
1029    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
1029    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.41
s 4.59
check diff 4.59
1030    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.74
s 1.26
check diff 1.26
1030    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1030    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.81
s 1.19
check diff 1.19
1030    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.02
s 1.98
check diff 1.98
1030    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
1030    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.1
s 1.9
check diff 1.9
1030    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.72
s 1.28
check diff 1.28
1030    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1030    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.91
s 1.09
check diff 1.09
1030    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1030    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.57
s 1.43
check diff 1.43
1030    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.96
s 2.04
check diff 2.04
1030    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.93
s 2.07
check diff 2.07
1030    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.82
s 2.18
check diff 2.18
1030    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.97
s 2.0300000000000002
check diff 2.0300000000000002
1030    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.75
s 2.25
check diff 2.25
1030    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1030    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1030    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1030    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1030    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1030    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1030    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1030    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1031    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1031    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
1031    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.92
s 4.08
check diff 4.08
1031    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.92
s 4.08
check diff 4.08
1031    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1031    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1031    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.87
s 4.13
check diff 4.13
1031    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.87
s 4.13
check diff 4.13
1031    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1031    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1031    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1031    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.85
s 4.15
check diff 4.15
1032    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.91
s 0.08999999999999997
check diff 0.08999999999999997
1032    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
1032    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.98
s 0.020000000000000018
check diff 0.020000000000000018
1032    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.0
s 0.0
check diff 0.0
1032    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.9
s 0.09999999999999998
check diff 0.09999999999999998
1032    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.08
s -0.08000000000000007
check diff 0
1032    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.05
s -0.050000000000000044
check diff 0
1032    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.94
s 0.06000000000000005
check diff 0.06000000000000005
1032    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.96
s -0.96
check diff 0
1032    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.12
s -0.1200000000000001
check diff 0
1032    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.95
s -0.95
check diff 0
1032    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.12
s -0.1200000000000001
check diff 0
1032    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.66
s -0.6599999999999999
check diff 0
1032    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.86
s 0.14
check diff 0.14
1032    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 1.65
s -0.6499999999999999
check diff 0
1032    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
1032    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 2.02
s -1.02
check diff 0
1032    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
1032    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 2.02
s -1.02
check diff 0
1032    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
1032    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 2.02
s -1.02
check diff 0
1032    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
1032    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 2.02
s -1.02
check diff 0
1032    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.66
s 0.33999999999999997
check diff 0.33999999999999997
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1034    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.99
s 4.01
check diff 4.01
1034    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.15
s 4.85
check diff 4.85
1034    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.06
s 3.94
check diff 3.94
1034    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.13
s 4.87
check diff 4.87
1034    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
1034    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.14
s 4.86
check diff 4.86
1034    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1034    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.14
s 4.86
check diff 4.86
1034    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1034    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.14
s 4.86
check diff 4.86
1034    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1034    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.14
s 4.86
check diff 4.86
1034    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
1034    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.2
s 4.8
check diff 4.8
1034    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1034    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.2
s 4.8
check diff 4.8
1034    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1034    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
1034    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1034    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
1034    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1034    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
1034    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1034    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.18
s 4.82
check diff 4.82
1035    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.43
s 0.5700000000000001
check diff 0.5700000000000001
1035    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.85
s 1.15
check diff 1.15
1035    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1035    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.88
s 1.12
check diff 1.12
1035    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.42
s 0.5800000000000001
check diff 0.5800000000000001
1035    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1035    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.47
s 0.53
check diff 0.53
1035    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1035    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.63
s 0.3700000000000001
check diff 0.3700000000000001
1035    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1035    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.63
s 0.3700000000000001
check diff 0.3700000000000001
1035    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.95
s 1.05
check diff 1.05
1035    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.17
s 0.8300000000000001
check diff 0.8300000000000001
1035    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
1035    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.2
s 0.8
check diff 0.8
1035    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
1035    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.51
s 0.49
check diff 0.49
1035    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.43
s 1.57
check diff 1.57
1035    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
1035    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1035    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
1035    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1035    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.79
s 1.21
check diff 1.21
1035    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1036    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.27
s 2.73
check diff 2.73
1036    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.44
s 2.56
check diff 2.56
1036    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.25
s 2.75
check diff 2.75
1036    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.33
s 2.67
check diff 2.67
1036    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.58
s 2.42
check diff 2.42
1036    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.58
s 2.42
check diff 2.42
1036    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.86
s 3.1399999999999997
check diff 3.1399999999999997
1036    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1036    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1036    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1036    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1036    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1037    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.28
s 0.72
check diff 0.72
1037    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.0
s 1.0
check diff 1.0
1037    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.45
s 0.55
check diff 0.55
1037    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.03
s 0.97
check diff 0.97
1037    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.34
s 0.6599999999999999
check diff 0.6599999999999999
1037    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1037    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1037    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1037    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.21
s -0.20999999999999996
check diff 0
1037    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.26
s 0.74
check diff 0.74
1037    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.1
s -0.10000000000000009
check diff 0
1037    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1037    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.51
s 0.49
check diff 0.49
1037    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
1037    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1037    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.4
s 0.6000000000000001
check diff 0.6000000000000001
1037    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1037    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1037    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1037    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1037    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1037    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1037    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.54
s 0.45999999999999996
check diff 0.45999999999999996
1037    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.39
s 0.6100000000000001
check diff 0.6100000000000001
1038    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
1038    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.04
s 1.96
check diff 1.96
1038    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.3
s 1.7
check diff 1.7
1038    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.07
s 1.93
check diff 1.93
1038    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.19
s 1.81
check diff 1.81
1038    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.16
s 1.84
check diff 1.84
1038    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.27
s 1.73
check diff 1.73
1038    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.29
s 1.71
check diff 1.71
1038    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.41
s 1.59
check diff 1.59
1038    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.32
s 1.68
check diff 1.68
1038    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.33
s 1.67
check diff 1.67
1038    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.34
s 1.66
check diff 1.66
1038    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.94
s 2.06
check diff 2.06
1038    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.33
s 1.67
check diff 1.67
1038    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
1038    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.31
s 1.69
check diff 1.69
1038    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
1038    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.29
s 1.71
check diff 1.71
1038    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
1038    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.29
s 1.71
check diff 1.71
1038    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
1038    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.29
s 1.71
check diff 1.71
1038    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.95
s 2.05
check diff 2.05
1038    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.29
s 1.71
check diff 1.71
1039    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1039    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
1039    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.63
s 2.37
check diff 2.37
1039    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.76
s 2.24
check diff 2.24
1039    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
1039    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.6
s 2.4
check diff 2.4
1039    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1039    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1039    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
1039    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.18
s 1.82
check diff 1.82
1039    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1039    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.18
s 1.82
check diff 1.82
1039    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1039    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1039    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1039    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1039    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1039    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.17
s 1.83
check diff 1.83
1040    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
1040    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
1040    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1040    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.38
s 0.62
check diff 0.62
1040    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.64
s 0.36
check diff 0.36
1040    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.42
s 0.5800000000000001
check diff 0.5800000000000001
1040    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.63
s 0.37
check diff 0.37
1040    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
1040    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.95
s 0.050000000000000044
check diff 0.050000000000000044
1040    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.49
s 0.51
check diff 0.51
1040    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
1040    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
1040    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
1040    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.44
s 0.56
check diff 0.56
1040    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
1040    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
1040    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.45
s 0.55
check diff 0.55
1040    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.58
s 0.42000000000000004
check diff 0.42000000000000004
1040    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1040    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.82
s 0.18000000000000005
check diff 0.18000000000000005
1040    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1040    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.82
s 0.18000000000000005
check diff 0.18000000000000005
1040    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1040    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.82
s 0.18000000000000005
check diff 0.18000000000000005
1041    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.75
s 4.25
check diff 4.25
1041    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.79
s 4.21
check diff 4.21
1041    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.8
s 4.2
check diff 4.2
1041    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.81
s 4.1899999999999995
check diff 4.1899999999999995
1041    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
1041    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.88
s 4.12
check diff 4.12
1041    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1041    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.88
s 4.12
check diff 4.12
1041    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.9
s 4.1
check diff 4.1
1041    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
1041    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1041    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.08
s 3.92
check diff 3.92
1041    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.63
s 4.37
check diff 4.37
1041    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.1
s 3.9
check diff 3.9
1041    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1041    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
1041    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1041    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1041    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1041    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1041    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1041    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
1041    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1041    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.01
s 3.99
check diff 3.99
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1043    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
1043    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1043    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.12
s 2.88
check diff 2.88
1043    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.79
s 4.21
check diff 4.21
1043    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.86
s 3.1399999999999997
check diff 3.1399999999999997
1043    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.73
s 4.27
check diff 4.27
1043    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
1043    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.72
s 4.28
check diff 4.28
1043    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.47
s 2.53
check diff 2.53
1043    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.76
s 4.24
check diff 4.24
1043    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.53
s 2.47
check diff 2.47
1043    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
1043    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.66
s 3.34
check diff 3.34
1043    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.92
s 4.08
check diff 4.08
1043    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.65
s 3.35
check diff 3.35
1043    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.93
s 4.07
check diff 4.07
1043    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1043    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
1043    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1043    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
1043    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1043    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
1043    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1043    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
1044    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.38
s 2.62
check diff 2.62
1044    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.1
s 3.9
check diff 3.9
1044    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.56
s 2.44
check diff 2.44
1044    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1044    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.35
s 2.65
check diff 2.65
1044    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
1044    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.44
s 2.56
check diff 2.56
1044    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
1044    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.7
s 2.3
check diff 2.3
1044    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1044    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.7
s 2.3
check diff 2.3
1044    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1044    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.91
s 3.09
check diff 3.09
1044    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1044    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1044    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
1044    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1044    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
1044    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1044    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
1044    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1044    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
1044    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1044    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.2
s 3.8
check diff 3.8
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1047    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.88
s 1.12
check diff 1.12
1047    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.66
s 2.34
check diff 2.34
1047    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.93
s 1.07
check diff 1.07
1047    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.56
s 2.44
check diff 2.44
1047    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.89
s 1.11
check diff 1.11
1047    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.6
s 2.4
check diff 2.4
1047    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.76
s 1.24
check diff 1.24
1047    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.58
s 2.42
check diff 2.42
1047    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.1
s 0.8999999999999999
check diff 0.8999999999999999
1047    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.61
s 2.39
check diff 2.39
1047    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.34
s 0.6600000000000001
check diff 0.6600000000000001
1047    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.63
s 2.37
check diff 2.37
1047    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.85
s 1.15
check diff 1.15
1047    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1047    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.85
s 1.15
check diff 1.15
1047    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
1047    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.78
s 1.22
check diff 1.22
1047    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1047    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.78
s 1.22
check diff 1.22
1047    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1047    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.78
s 1.22
check diff 1.22
1047    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1047    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.78
s 1.22
check diff 1.22
1047    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1048    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.13
s 1.87
check diff 1.87
1048    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 -0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.11
s 1.89
check diff 1.89
1048    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 -0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.14
s 1.8599999999999999
check diff 1.8599999999999999
1048    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.14
s 1.8599999999999999
check diff 1.8599999999999999
1048    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1048    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.0
s 2.0
check diff 2.0
1048    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.12
s 1.88
check diff 1.88
1049    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.86
s 3.1399999999999997
check diff 3.1399999999999997
1049    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.81
s 4.1899999999999995
check diff 4.1899999999999995
1049    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.0
s 3.0
check diff 3.0
1049    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.83
s 4.17
check diff 4.17
1049    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.82
s 3.1799999999999997
check diff 3.1799999999999997
1049    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1049    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1049    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.02
s 3.98
check diff 3.98
1049    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.38
s 2.62
check diff 2.62
1049    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.1
s 3.9
check diff 3.9
1049    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.32
s 2.68
check diff 2.68
1049    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.12
s 3.88
check diff 3.88
1049    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1049    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.15
s 3.85
check diff 3.85
1049    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1049    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.98
s 4.02
check diff 4.02
1049    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1049    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1049    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1049    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1049    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1049    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1049    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1049    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.94
s 4.0600000000000005
check diff 4.0600000000000005
1050    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.08
s 0.9199999999999999
check diff 0.9199999999999999
1050    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
1050    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.16
s 0.8400000000000001
check diff 0.8400000000000001
1050    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.28
s 1.72
check diff 1.72
1050    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.07
s 0.9299999999999999
check diff 0.9299999999999999
1050    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1050    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.11
s 0.8899999999999999
check diff 0.8899999999999999
1050    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1050    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.23
s 0.77
check diff 0.77
1050    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.3
s 1.7
check diff 1.7
1050    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.12
s 0.8799999999999999
check diff 0.8799999999999999
1050    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
1050    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.83
s 1.17
check diff 1.17
1050    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1050    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.67
s 1.33
check diff 1.33
1050    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.22
s 1.78
check diff 1.78
1050    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1050    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1050    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1050    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1050    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1050    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1050    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.71
s 1.29
check diff 1.29
1050    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1052    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.85
s 1.15
check diff 1.15
1052    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.16
s 2.84
check diff 2.84
1052    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
1052    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.14
s 2.86
check diff 2.86
1052    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.83
s 1.17
check diff 1.17
1052    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.15
s 2.85
check diff 2.85
1052    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.9
s 1.1
check diff 1.1
1052    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.15
s 2.85
check diff 2.85
1052    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 2.11
s 0.8900000000000001
check diff 0.8900000000000001
1052    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.15
s 2.85
check diff 2.85
1052    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.44
s 0.56
check diff 0.56
1052    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.1
s 2.9
check diff 2.9
1052    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.81
s 1.19
check diff 1.19
1052    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.15
s 2.85
check diff 2.85
1052    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.75
s 1.25
check diff 1.25
1052    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.15
s 2.85
check diff 2.85
1052    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.76
s 1.24
check diff 1.24
1052    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.13
s 2.87
check diff 2.87
1052    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.87
s 1.13
check diff 1.13
1052    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.13
s 2.87
check diff 2.87
1052    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.87
s 1.13
check diff 1.13
1052    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.13
s 2.87
check diff 2.87
1052    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.87
s 1.13
check diff 1.13
1052    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.13
s 2.87
check diff 2.87
1053    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 2.32
s 0.6800000000000002
check diff 0.6800000000000002
1053    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.16
s 2.84
check diff 2.84
1053    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 2.34
s 0.6600000000000001
check diff 0.6600000000000001
1053    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.25
s 2.75
check diff 2.75
1053    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 2.15
s 0.8500000000000001
check diff 0.8500000000000001
1053    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.27
s 2.73
check diff 2.73
1053    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 2.78
s 0.2200000000000002
check diff 0.2200000000000002
1053    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.23
s 2.77
check diff 2.77
1053    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.08
s -0.08000000000000007
check diff 0
1053    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.23
s 2.77
check diff 2.77
1053    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 2.4
s 0.6000000000000001
check diff 0.6000000000000001
1053    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.28
s 2.7199999999999998
check diff 2.7199999999999998
1053    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.77
s 1.23
check diff 1.23
1053    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
1053    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
1053    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.31
s 2.69
check diff 2.69
1053    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.99
s 1.01
check diff 1.01
1053    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
1053    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
1053    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
1053    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
1053    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
1053    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.0
s 1.0
check diff 1.0
1053    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.29
s 2.71
check diff 2.71
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1056    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 3.02
s -1.02
check diff 0
1056    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.61
s 0.3899999999999999
check diff 0.3899999999999999
1056    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 3.18
s -1.1800000000000002
check diff 0
1056    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.62
s 0.3799999999999999
check diff 0.3799999999999999
1056    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.9
s -0.8999999999999999
check diff 0
1056    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.65
s 0.3500000000000001
check diff 0.3500000000000001
1056    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 3.0
s -1.0
check diff 0
1056    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.65
s 0.3500000000000001
check diff 0.3500000000000001
1056    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 3.23
s -1.23
check diff 0
1056    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.56
s 0.43999999999999995
check diff 0.43999999999999995
1056    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 3.26
s -1.2599999999999998
check diff 0
1056    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.15
s 0.8500000000000001
check diff 0.8500000000000001
1056    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 3.05
s -1.0499999999999998
check diff 0
1056    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.11
s 0.8899999999999999
check diff 0.8899999999999999
1056    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 3.1
s -1.1
check diff 0
1056    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.11
s 0.8899999999999999
check diff 0.8899999999999999
1056    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 3.1
s -1.1
check diff 0
1056    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1056    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 3.1
s -1.1
check diff 0
1056    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1056    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 3.1
s -1.1
check diff 0
1056    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1056    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 3.1
s -1.1
check diff 0
1056    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.1
s 0.8999999999999999
check diff 0.8999999999999999
1057    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.92
s 2.08
check diff 2.08
1057    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.63
s 3.37
check diff 3.37
1057    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 3.09
s 1.9100000000000001
check diff 1.9100000000000001
1057    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.62
s 3.38
check diff 3.38
1057    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.77
s 2.23
check diff 2.23
1057    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1057    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.88
s 2.12
check diff 2.12
1057    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.76
s 3.24
check diff 3.24
1057    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.34
s 1.6600000000000001
check diff 1.6600000000000001
1057    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.98
s 3.02
check diff 3.02
1057    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.11
s 1.8900000000000001
check diff 1.8900000000000001
1057    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.97
s 3.0300000000000002
check diff 3.0300000000000002
1057    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.18
s 2.82
check diff 2.82
1057    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.95
s 3.05
check diff 3.05
1057    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.13
s 2.87
check diff 2.87
1057    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.0
s 3.0
check diff 3.0
1057    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.08
s 2.92
check diff 2.92
1057    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.01
s 2.99
check diff 2.99
1057    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.08
s 2.92
check diff 2.92
1057    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.01
s 2.99
check diff 2.99
1057    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.08
s 2.92
check diff 2.92
1057    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.01
s 2.99
check diff 2.99
1057    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.08
s 2.92
check diff 2.92
1057    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.01
s 2.99
check diff 2.99
1058    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.26
s 2.74
check diff 2.74
1058    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.21
s 3.79
check diff 3.79
1058    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.3
s 2.7
check diff 2.7
1058    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.23
s 3.77
check diff 3.77
1058    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.04
s 2.96
check diff 2.96
1058    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.19
s 3.81
check diff 3.81
1058    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.63
s 2.37
check diff 2.37
1058    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
1058    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.75
s 2.25
check diff 2.25
1058    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1058    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
1058    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.25
s 3.75
check diff 3.75
1058    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.88
s 3.12
check diff 3.12
1058    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.32
s 3.6799999999999997
check diff 3.6799999999999997
1058    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1058    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.35
s 3.65
check diff 3.65
1058    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1058    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1058    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1058    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1058    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1058    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1058    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.9
s 3.1
check diff 3.1
1058    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1059    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.0
s 0.0
check diff 0.0
1059    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.94
s 1.06
check diff 1.06
1059    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.15
s -0.1499999999999999
check diff 0
1059    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.97
s 1.03
check diff 1.03
1059    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.98
s 0.020000000000000018
check diff 0.020000000000000018
1059    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.02
s 0.98
check diff 0.98
1059    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.23
s -0.22999999999999998
check diff 0
1059    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.14
s 0.8600000000000001
check diff 0.8600000000000001
1059    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.47
s -0.4700000000000002
check diff 0
1059    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1059    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.91
s -0.9100000000000001
check diff 0
1059    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1059    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.1
s -0.10000000000000009
check diff 0
1059    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.26
s 0.74
check diff 0.74
1059    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.14
s -0.14000000000000012
check diff 0
1059    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.26
s 0.74
check diff 0.74
1059    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.14
s -0.14000000000000012
check diff 0
1059    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1059    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.14
s -0.14000000000000012
check diff 0
1059    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1059    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.14
s -0.14000000000000012
check diff 0
1059    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1059    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.14
s -0.14000000000000012
check diff 0
1059    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.24
s 0.76
check diff 0.76
1060    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
1060    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.13
s 0.87
check diff 0.87
1060    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.18
s 0.8200000000000001
check diff 0.8200000000000001
1060    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
1060    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.43
s 0.5700000000000001
check diff 0.5700000000000001
1060    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.34
s 0.6599999999999999
check diff 0.6599999999999999
1060    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.28
s 0.72
check diff 0.72
1060    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1060    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.4
s 0.6
check diff 0.6
1060    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.4
s 0.6
check diff 0.6
1060    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.4
s 0.6
check diff 0.6
1060    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.4
s 0.6
check diff 0.6
1061    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
1061    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.88
s 0.12
check diff 0.12
1061    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.49
s 0.51
check diff 0.51
1061    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1061    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
1061    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.03
s -0.030000000000000027
check diff 0
1061    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.78
s 0.21999999999999997
check diff 0.21999999999999997
1061    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.27
s -0.27
check diff 0
1061    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
1061    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
1061    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.59
s 0.41000000000000003
check diff 0.41000000000000003
1061    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.31
s -0.31000000000000005
check diff 0
1061    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.54
s 0.45999999999999996
check diff 0.45999999999999996
1061    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
1061    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1061    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.72
s 0.28
check diff 0.28
1061    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1061    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.71
s 0.29000000000000004
check diff 0.29000000000000004
1061    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1061    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.71
s 0.29000000000000004
check diff 0.29000000000000004
1061    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1061    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.71
s 0.29000000000000004
check diff 0.29000000000000004
1061    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1061    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.71
s 0.29000000000000004
check diff 0.29000000000000004
1062    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.49
s 2.51
check diff 2.51
1062    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.74
s 2.26
check diff 2.26
1062    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.53
s 2.4699999999999998
check diff 2.4699999999999998
1062    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.87
s 2.13
check diff 2.13
1062    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.48
s 2.52
check diff 2.52
1062    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1062    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.5
s 2.5
check diff 2.5
1062    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1062    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.7
s 2.3
check diff 2.3
1062    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.71
s 2.29
check diff 2.29
1062    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.25
s 1.75
check diff 1.75
1062    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.52
s 2.48
check diff 2.48
1062    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.93
s 2.07
check diff 2.07
1062    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.69
s 2.31
check diff 2.31
1062    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.21
s 1.79
check diff 1.79
1062    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.63
s 2.37
check diff 2.37
1062    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.14
s 1.86
check diff 1.86
1062    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1062    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.14
s 1.86
check diff 1.86
1062    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1062    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.14
s 1.86
check diff 1.86
1062    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1062    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.14
s 1.86
check diff 1.86
1062    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.59
s 2.41
check diff 2.41
1063    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.73
s 1.27
check diff 1.27
1063    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.82
s 1.1800000000000002
check diff 1.1800000000000002
1063    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.78
s 1.22
check diff 1.22
1063    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.84
s 1.1600000000000001
check diff 1.1600000000000001
1063    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.72
s 1.28
check diff 1.28
1063    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.91
s 1.0899999999999999
check diff 1.0899999999999999
1063    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.74
s 1.26
check diff 1.26
1063    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.91
s 1.0899999999999999
check diff 1.0899999999999999
1063    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.83
s 1.17
check diff 1.17
1063    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.91
s 1.0899999999999999
check diff 1.0899999999999999
1063    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.82
s 1.1800000000000002
check diff 1.1800000000000002
1063    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.08
s 0.9199999999999999
check diff 0.9199999999999999
1063    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.59
s 1.4100000000000001
check diff 1.4100000000000001
1063    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
1063    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.2
s 0.8
check diff 0.8
1063    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.91
s 1.0899999999999999
check diff 1.0899999999999999
1063    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.73
s 0.27
check diff 0.27
1063    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.15
s 1.85
check diff 1.85
1063    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.21
s -0.20999999999999996
check diff 0
1063    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1063    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.21
s -0.20999999999999996
check diff 0
1063    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1063    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.21
s -0.20999999999999996
check diff 0
1063    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1064    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 1.37
s -0.3700000000000001
check diff 0
1064    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.69
s 0.31000000000000005
check diff 0.31000000000000005
1064    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 1.48
s -0.48
check diff 0
1064    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1064    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 1.36
s -0.3600000000000001
check diff 0
1064    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
1064    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 1.41
s -0.4099999999999999
check diff 0
1064    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.65
s 0.35
check diff 0.35
1064    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 1.87
s -0.8700000000000001
check diff 0
1064    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.54
s 0.45999999999999996
check diff 0.45999999999999996
1064    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 1.42
s -0.41999999999999993
check diff 0
1064    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.7
s 0.30000000000000004
check diff 0.30000000000000004
1064    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 1.19
s -0.18999999999999995
check diff 0
1064    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.69
s 0.31000000000000005
check diff 0.31000000000000005
1064    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.58
s 0.42000000000000004
check diff 0.42000000000000004
1064    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.84
s 0.16000000000000003
check diff 0.16000000000000003
1064    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.61
s 0.39
check diff 0.39
1064    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.96
s 0.040000000000000036
check diff 0.040000000000000036
1064    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
1064    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 1.03
s -0.030000000000000027
check diff 0
1064    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
1064    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 1.03
s -0.030000000000000027
check diff 0
1064    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.76
s 0.24
check diff 0.24
1064    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 1.03
s -0.030000000000000027
check diff 0
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1066    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.74
s 4.26
check diff 4.26
1066    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.8
s 4.2
check diff 4.2
1066    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.73
s 4.27
check diff 4.27
1066    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1066    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.1
s 2.9
check diff 2.9
1066    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.09
s 2.91
check diff 2.91
1066    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1066    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
1066    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
1066    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
1066    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
1066    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.54
s 3.46
check diff 3.46
1067    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 3.13
s -0.1299999999999999
check diff 0
1067    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.4
s 1.6
check diff 1.6
1067    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 3.74
s -0.7400000000000002
check diff 0
1067    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.47
s 1.53
check diff 1.53
1067    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 3.44
s -0.43999999999999995
check diff 0
1067    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.62
s 1.38
check diff 1.38
1067    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 3.56
s -0.56
check diff 0
1067    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.59
s 1.41
check diff 1.41
1067    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 3.95
s -0.9500000000000002
check diff 0
1067    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.8
s 1.2
check diff 1.2
1067    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 3.95
s -0.9500000000000002
check diff 0
1067    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.8
s 1.2
check diff 1.2
1067    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 2.85
s 0.1499999999999999
check diff 0.1499999999999999
1067    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.81
s 1.19
check diff 1.19
1067    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 2.9
s 0.10000000000000009
check diff 0.10000000000000009
1067    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.81
s 1.19
check diff 1.19
1067    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 2.9
s 0.10000000000000009
check diff 0.10000000000000009
1067    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.8
s 1.2
check diff 1.2
1067    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 2.9
s 0.10000000000000009
check diff 0.10000000000000009
1067    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.65
s 1.35
check diff 1.35
1067    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 2.9
s 0.10000000000000009
check diff 0.10000000000000009
1067    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.65
s 1.35
check diff 1.35
1067    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 2.9
s 0.10000000000000009
check diff 0.10000000000000009
1067    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.65
s 1.35
check diff 1.35
1068    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.8
s 2.2
check diff 2.2
1068    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.82
s 2.18
check diff 2.18
1068    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
1068    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.9
s 2.1
check diff 2.1
1068    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1068    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.89
s 2.11
check diff 2.11
1069    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.21
s 2.79
check diff 2.79
1069    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.19
s 2.81
check diff 2.81
1069    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
1069    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 0.22
s 2.78
check diff 2.78
1069    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1069    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 0.2
s 2.8
check diff 2.8
1070    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.52
s 3.48
check diff 3.48
1070    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.63
s 4.37
check diff 4.37
1070    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.64
s 3.3600000000000003
check diff 3.3600000000000003
1070    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.64
s 4.36
check diff 4.36
1070    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.51
s 3.49
check diff 3.49
1070    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.56
s 3.44
check diff 3.44
1070    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.73
s 3.27
check diff 3.27
1070    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.73
s 3.27
check diff 3.27
1070    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.25
s 3.75
check diff 3.75
1070    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
1070    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1070    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
1070    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1070    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1070    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1070    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
1070    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.27
s 3.73
check diff 3.73
1070    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.69
s 4.3100000000000005
check diff 4.3100000000000005
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1072    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.81
s 0.18999999999999995
check diff 0.18999999999999995
1072    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.29
s 0.71
check diff 0.71
1072    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.87
s 0.13
check diff 0.13
1072    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.27
s 0.73
check diff 0.73
1072    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.8
s 0.19999999999999996
check diff 0.19999999999999996
1072    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
1072    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.83
s 0.17000000000000004
check diff 0.17000000000000004
1072    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
1072    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.92
s 0.07999999999999996
check diff 0.07999999999999996
1072    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.3
s 0.7
check diff 0.7
1072    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.62
s 0.38
check diff 0.38
1072    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
1072    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1072    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.2
s 0.8
check diff 0.8
1072    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.6
s 0.4
check diff 0.4
1072    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.26
s 0.74
check diff 0.74
1072    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1072    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
1072    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1072    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
1072    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1072    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
1072    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.55
s 0.44999999999999996
check diff 0.44999999999999996
1072    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.23
s 0.77
check diff 0.77
1073    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.01
s -0.009999999999999787
check diff 0
1073    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 1.62
s 0.3799999999999999
check diff 0.3799999999999999
1073    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.16
s -0.16000000000000014
check diff 0
1073    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 1.8
s 0.19999999999999996
check diff 0.19999999999999996
1073    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.99
s 0.010000000000000009
check diff 0.010000000000000009
1073    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.9
s 0.10000000000000009
check diff 0.10000000000000009
1073    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.06
s -0.06000000000000005
check diff 0
1073    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.09
s -0.08999999999999986
check diff 0
1073    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.29
s -0.29000000000000004
check diff 0
1073    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 2.46
s -0.45999999999999996
check diff 0
1073    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.29
s -0.29000000000000004
check diff 0
1073    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.19
s -0.18999999999999995
check diff 0
1073    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.65
s 0.3500000000000001
check diff 0.3500000000000001
1073    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.2
s -0.20000000000000018
check diff 0
1073    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.85
s 0.1499999999999999
check diff 0.1499999999999999
1073    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.25
s -0.25
check diff 0
1073    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.8
s 0.19999999999999996
check diff 0.19999999999999996
1073    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.2
s -0.20000000000000018
check diff 0
1073    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.8
s 0.19999999999999996
check diff 0.19999999999999996
1073    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.2
s -0.20000000000000018
check diff 0
1073    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.8
s 0.19999999999999996
check diff 0.19999999999999996
1073    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.2
s -0.20000000000000018
check diff 0
1073    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.8
s 0.19999999999999996
check diff 0.19999999999999996
1073    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.2
s -0.20000000000000018
check diff 0
1074    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
1074    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
1074    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.71
s 4.29
check diff 4.29
1074    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.73
s 4.27
check diff 4.27
1074    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.81
s 4.1899999999999995
check diff 4.1899999999999995
1074    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.81
s 4.1899999999999995
check diff 4.1899999999999995
1074    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 0.58
s 4.42
check diff 4.42
1074    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 0.62
s 4.38
check diff 4.38
1074    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 0.62
s 4.38
check diff 4.38
1074    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 0.62
s 4.38
check diff 4.38
1074    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 0.62
s 4.38
check diff 4.38
1074    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 0.62
s 4.38
check diff 4.38
1075    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.74
s 2.26
check diff 2.26
1075    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.03
s 3.9699999999999998
check diff 3.9699999999999998
1075    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.82
s 2.18
check diff 2.18
1075    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.96
s 4.04
check diff 4.04
1075    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.67
s 2.33
check diff 2.33
1075    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 0.87
s 4.13
check diff 4.13
1075    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.86
s 2.14
check diff 2.14
1075    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 0.77
s 4.23
check diff 4.23
1075    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 3.44
s 1.56
check diff 1.56
1075    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 0.72
s 4.28
check diff 4.28
1075    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 3.81
s 1.19
check diff 1.19
1075    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 0.95
s 4.05
check diff 4.05
1075    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 2.28
s 2.72
check diff 2.72
1075    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.29
s 3.71
check diff 3.71
1075    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1075    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
1075    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1075    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1075    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1075    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1075    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1075    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1075    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 2.21
s 2.79
check diff 2.79
1075    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1076    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 2.1
s 2.9
check diff 2.9
1076    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.17
s 3.83
check diff 3.83
1076    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 2.38
s 2.62
check diff 2.62
1076    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.32
s 3.6799999999999997
check diff 3.6799999999999997
1076    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 2.19
s 2.81
check diff 2.81
1076    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
1076    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 2.31
s 2.69
check diff 2.69
1076    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.24
s 3.76
check diff 3.76
1076    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 2.58
s 2.42
check diff 2.42
1076    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
1076    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 2.51
s 2.49
check diff 2.49
1076    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.4
s 3.6
check diff 3.6
1076    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.76
s 3.24
check diff 3.24
1076    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
1076    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1076    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.39
s 3.6100000000000003
check diff 3.6100000000000003
1076    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1076    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1076    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1076    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1076    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1076    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1076    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.69
s 3.31
check diff 3.31
1076    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.37
s 3.63
check diff 3.63
1077    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 1.05
s 3.95
check diff 3.95
1077    5.0
Name: 2005, dtype: float64
check2 0
check3 score rev 5.0
check4 0.5
s 4.5
check diff 4.5
1077    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 1.22
s 3.7800000000000002
check diff 3.7800000000000002
1077    5.0
Name: 2006, dtype: float64
check2 0
check3 score rev 5.0
check4 0.54
s 4.46
check diff 4.46
1077    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.61
s 3.3899999999999997
check diff 3.3899999999999997
1077    5.0
Name: 2007, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.67
s 3.33
check diff 3.33
1077    5.0
Name: 2008, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
1077    5.0
Name: 2009, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.85
s 3.15
check diff 3.15
1077    5.0
Name: 2010, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.34
s 3.66
check diff 3.66
1077    5.0
Name: 2011, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
1077    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1077    5.0
Name: 2012, dtype: float64
check2 0
check3 score rev 5.0
check4 1.18
s 3.8200000000000003
check diff 3.8200000000000003
1077    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1077    5.0
Name: 2013, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1077    5.0
Name: 2014, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1077    5.0
Name: 2015, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
1077    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.36
s 3.6399999999999997
check diff 3.6399999999999997
1077    5.0
Name: 2016, dtype: float64
check2 0
check3 score rev 5.0
check4 1.16
s 3.84
check diff 3.84
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1079    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.19
s -0.18999999999999995
check diff 0
1079    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1079    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.35
s -0.3500000000000001
check diff 0
1079    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.24
s 1.76
check diff 1.76
1079    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 2.16
s -0.16000000000000014
check diff 0
1079    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1079    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.24
s -0.2400000000000002
check diff 0
1079    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1079    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.91
s 0.09000000000000008
check diff 0.09000000000000008
1079    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1079    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 2.06
s -0.06000000000000005
check diff 0
1079    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.26
s 1.74
check diff 1.74
1079    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.49
s 0.51
check diff 0.51
1079    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
1079    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.52
s 0.48
check diff 0.48
1079    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.29
s 1.71
check diff 1.71
1079    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.52
s 0.48
check diff 0.48
1079    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1079    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.52
s 0.48
check diff 0.48
1079    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1079    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.52
s 0.48
check diff 0.48
1079    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1079    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.52
s 0.48
check diff 0.48
1079    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.27
s 1.73
check diff 1.73
1080    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 0.67
s 2.33
check diff 2.33
1080    3.0
Name: 2005, dtype: float64
check2 0
check3 score rev 3.0
check4 1.57
s 1.43
check diff 1.43
1080    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 0.72
s 2.2800000000000002
check diff 2.2800000000000002
1080    3.0
Name: 2006, dtype: float64
check2 0
check3 score rev 3.0
check4 1.64
s 1.36
check diff 1.36
1080    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 0.65
s 2.35
check diff 2.35
1080    3.0
Name: 2007, dtype: float64
check2 0
check3 score rev 3.0
check4 1.6
s 1.4
check diff 1.4
1080    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.5
s 1.5
check diff 1.5
1080    3.0
Name: 2008, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
1080    3.0
Name: 2009, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.67
s 1.33
check diff 1.33
1080    3.0
Name: 2010, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.2
s 1.8
check diff 1.8
1080    3.0
Name: 2011, dtype: float64
check2 0
check3 score rev 3.0
check4 1.59
s 1.41
check diff 1.41
1080    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1080    3.0
Name: 2012, dtype: float64
check2 0
check3 score rev 3.0
check4 1.59
s 1.41
check diff 1.41
1080    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1080    3.0
Name: 2013, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1080    3.0
Name: 2014, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1080    3.0
Name: 2015, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1080    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.22
s 1.78
check diff 1.78
1080    3.0
Name: 2016, dtype: float64
check2 0
check3 score rev 3.0
check4 1.58
s 1.42
check diff 1.42
1081    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 2.0
s 0.0
check diff 0.0
1081    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.96
s 1.04
check diff 1.04
1081    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 2.15
s -0.1499999999999999
check diff 0
1081    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.99
s 1.01
check diff 1.01
1081    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.98
s 0.020000000000000018
check diff 0.020000000000000018
1081    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 1.07
s 0.9299999999999999
check diff 0.9299999999999999
1081    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 2.05
s -0.04999999999999982
check diff 0
1081    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 1.07
s 0.9299999999999999
check diff 0.9299999999999999
1081    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 3.16
s -1.1600000000000001
check diff 0
1081    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
1081    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 3.16
s -1.1600000000000001
check diff 0
1081    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.9
s 1.1
check diff 1.1
1081    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 2.61
s -0.6099999999999999
check diff 0
1081    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1081    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 2.66
s -0.6600000000000001
check diff 0
1081    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 1.05
s 0.95
check diff 0.95
1081    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 2.66
s -0.6600000000000001
check diff 0
1081    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 1.03
s 0.97
check diff 0.97
1081    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 2.66
s -0.6600000000000001
check diff 0
1081    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 1.03
s 0.97
check diff 0.97
1081    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 2.66
s -0.6600000000000001
check diff 0
1081    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 1.03
s 0.97
check diff 0.97
1081    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 2.66
s -0.6600000000000001
check diff 0
1081    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 1.03
s 0.97
check diff 0.97
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
Absence des indicateurs UIS.XGDP.23.FSGOV UIS.XGDP.56.FSGOV
1084    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.92
s 1.08
check diff 1.08
1084    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.99
s 1.01
check diff 1.01
1084    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.91
s 1.0899999999999999
check diff 1.0899999999999999
1084    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.94
s 1.06
check diff 1.06
1084    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 1.04
s 0.96
check diff 0.96
1084    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 1.04
s 0.96
check diff 0.96
1084    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.75
s 1.25
check diff 1.25
1084    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1084    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1084    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1084    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1084    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.77
s 1.23
check diff 1.23
1085    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.19
s 1.81
check diff 1.81
1085    2.0
Name: 2005, dtype: float64
check2 0
check3 score rev 2.0
check4 0.36
s 1.6400000000000001
check diff 1.6400000000000001
1085    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.2
s 1.8
check diff 1.8
1085    2.0
Name: 2006, dtype: float64
check2 0
check3 score rev 2.0
check4 0.35
s 1.65
check diff 1.65
1085    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.19
s 1.81
check diff 1.81
1085    2.0
Name: 2007, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.19
s 1.81
check diff 1.81
1085    2.0
Name: 2008, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
1085    2.0
Name: 2009, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.21
s 1.79
check diff 1.79
1085    2.0
Name: 2010, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.15
s 1.85
check diff 1.85
1085    2.0
Name: 2011, dtype: float64
check2 0
check3 score rev 2.0
check4 0.4
s 1.6
check diff 1.6
1085    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.16
s 1.84
check diff 1.84
1085    2.0
Name: 2012, dtype: float64
check2 0
check3 score rev 2.0
check4 0.4
s 1.6
check diff 1.6
1085    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.16
s 1.84
check diff 1.84
1085    2.0
Name: 2013, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.16
s 1.84
check diff 1.84
1085    2.0
Name: 2014, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.16
s 1.84
check diff 1.84
1085    2.0
Name: 2015, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1085    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.16
s 1.84
check diff 1.84
1085    2.0
Name: 2016, dtype: float64
check2 0
check3 score rev 2.0
check4 0.38
s 1.62
check diff 1.62
1086    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.5
s 0.5
check diff 0.5
1086    1.0
Name: 2005, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
1086    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.53
s 0.47
check diff 0.47
1086    1.0
Name: 2006, dtype: float64
check2 0
check3 score rev 1.0
check4 0.17
s 0.83
check diff 0.83
1086    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.49
s 0.51
check diff 0.51
1086    1.0
Name: 2007, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
1086    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.51
s 0.49
check diff 0.49
1086    1.0
Name: 2008, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
1086    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1086    1.0
Name: 2009, dtype: float64
check2 0
check3 score rev 1.0
check4 0.19
s 0.81
check diff 0.81
1086    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.56
s 0.43999999999999995
check diff 0.43999999999999995
1086    1.0
Name: 2010, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
1086    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2011, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2012, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2013, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
1086    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2014, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
1086    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2015, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61
1086    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.41
s 0.5900000000000001
check diff 0.5900000000000001
1086    1.0
Name: 2016, dtype: float64
check2 0
check3 score rev 1.0
check4 0.39
s 0.61
check diff 0.61

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
1247	Venezuela, RB	VEN	Latin America & Caribbean	Upper middle income	Moyenne des différences entre le score revenu ...	DIFF.INV.REV	0.51	0.45	0.42	0.40	0.36	0.34	0.34	0.33	0.31	0.25	0.24	0.24
1248	Vietnam	VNM	East Asia & Pacific	Lower middle income	Moyenne des différences entre le score revenu ...	DIFF.INV.REV	0.33	0.31	0.31	0.31	0.30	0.33	0.36	0.35	0.33	0.32	0.28	0.28
1249	Yemen, Rep.	YEM	Middle East & North Africa	Lower middle income	Enrolment in tertiary education, all programme...	DIFF.INV.REV	0.05	0.04	0.05	0.05	0.05	0.04	0.04	0.04	0.04	0.03	0.03	0.03
1250	Zambia	ZMB	Sub-Saharan Africa	Lower middle income	Moyenne des différences entre le score revenu ...	DIFF.INV.REV	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01
1251	Zimbabwe	ZWE	Sub-Saharan Africa	Low income	Moyenne des différences entre le score revenu ...	DIFF.INV.REV	0.02	0.02	0.02	0.02	0.02	0.02	0.01	0.01	0.01	0.02	0.02	0.02

Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score_v02 = Data_score #sauvegarde
Data_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	Afghanistan	AFG	South Asia	Low income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.04	0.04	0.03	0.03	0.03
1	Afghanistan	AFG	South Asia	Low income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.03	0.03	0.04	0.05	0.06	0.07	0.08	0.09	0.09	0.09	0.09
2	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.03	0.02	0.02	0.02
3	Albania	ALB	Europe & Central Asia	Upper middle income	Enrolment in upper secondary education, both s...	UIS.E.3	0.02	0.02	0.02	0.02	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01
4	Albania	ALB	Europe & Central Asia	Upper middle income	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	0.73	0.79	0.73	0.75	0.83	0.83	0.60	0.61	0.61	0.61	0.61	0.61

pond.loc[0,'INDICATEUR'] = 'SCORE REVENU'
pond

	INDICATEUR	PONDÉRATION
0	SCORE REVENU	0.1
1	UIS.E.3	1.5
2	SE.TER.ENRL	1.5
3	DIFF.INV.REV	0.1
4	ACC.IT.EL	1.5

#Ajout de la ligne SCORE TOTAL 
#Pour chaque année je calcule la moyenne pondérée de chaque score 
Data_score = Data_score_v02 #reset button
PAYS_ls = Data_score['CODE PAYS'].unique().tolist() 
dic_score = {'SCORE REVENU':'Score revenu','SE.TER.ENRL': "Nombre d'inscription à l'université",
 'UIS.E.3': "Nombre d'inscription au lycée",
 'ACC.IT.EL': "Nombre d'élèves ayant accès à internet",
 'DIFF.INV.REV': 'Écart revenu et investissement du gouvernement'}
col = Data_score.columns[6:] #col est la liste constitué des années 2005 à 2016
col = col.to_list()
poid_total = pond['PONDÉRATION'].sum()
#print('check 0, poid_total', poid_total)

df_concat =pd.DataFrame(columns = Data_score.columns)

for count,pays in enumerate(PAYS_ls):
    print(pays)
    df_concat.loc[len(df_concat)] = Data_score[Data_score['CODE PAYS']==pays].iloc[0]
    df_concat.iloc[-1,5] = 'SCORE ANNUEL'
    df_concat.iloc[-1,4] = 'Score annuel, moyenne pondérée des scores de chaque indicateur'
    df_tampon = Data_score[Data_score['CODE PAYS']==pays]
    #print('check1 df_tampon entrée',df_tampon.head()) OK
    df_tampon = df_tampon[df_tampon['INDICATEUR'].isin(dic_score)]
    #print('check1 df_tampon sortie',df_tampon.head()) OK
    ind_ls = df_tampon['INDICATEUR'].unique().tolist()
    for an in col:
        print('check annnée :', an)
        som = 0
        for i, indic in enumerate(ind_ls):
            poid = pond.loc[pond['INDICATEUR']==indic,'PONDÉRATION'].values.item()
            print('check 2, poid et indicateur', poid, indic)
            val = df_tampon.loc[df_tampon['INDICATEUR']==indic,an].values.item()
            #print('check val', val)
            som += poid*val
            #print('check somme',som)
        score = som/poid_total
        #print(score)
        mask00 = df_concat['INDICATEUR']=='SCORE ANNUEL'
        mask01 = df_concat['CODE PAYS']== pays
        df_concat.loc[(mask00) & (mask01),an] = round(score,2)
        
Data_score = pd.concat([Data_score,df_concat])
Data_score = Data_score.reset_index()
Data_score = Data_score.drop(columns = 'index')
Data_score_v03 = Data_score #sauvegarde

AFG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
ALB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DZA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ASM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
AND
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
AGO
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ATG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ARG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ARM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ABW
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
AUS
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
AUT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
AZE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BHS
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
BHR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
BGD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BRB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BLR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BEL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BLZ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BEN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BTN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BOL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BIH
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
BWA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BRA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BRN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BGR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BFA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
BDI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CPV
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KHM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CMR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CAN
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CYM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
CAF
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TCD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CHL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CHN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
COL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
COM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
COD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
COG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CRI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CIV
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
HRV
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CUB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CUW
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CYP
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CZE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DNK
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DJI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DMA
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DOM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ECU
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
EGY
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SLV
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GNQ
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
ERI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
EST
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ETH
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
FJI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
FIN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
FRA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GMB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GEO
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
DEU
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GHA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GRC
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GRD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
GTM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GIN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GNB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GUY
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
HND
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
HKG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
HUN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ISL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
IND
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
IDN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
IRN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
IRQ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
IRL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ISR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ITA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
JAM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
JPN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
JOR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KAZ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KEN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KIR
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
PRK
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
KOR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KWT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KGZ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LAO
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
LVA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LBN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LSO
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LBR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LBY
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
LIE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LTU
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LUX
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MAC
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MKD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
MDG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MWI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MYS
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MDV
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MLI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MLT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MHL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
MRT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MUS
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MEX
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
FSM
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
MDA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MCO
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MNG
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MNE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
MAR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MOZ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
MMR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
NAM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NPL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NLD
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NZL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NIC
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NER
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
NGA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
NOR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
OMN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PAK
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PLW
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
PAN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PNG
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
PRY
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PER
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PHL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
POL
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PRT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
PRI
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
QAT
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ROU
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
RUS
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
RWA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
WSM
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SMR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
STP
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SAU
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SEN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SRB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SYC
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SLE
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SGP
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SXM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SVK
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SVN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SLB
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SOM
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
ZAF
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SSD
check annnée : 2005
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ESP
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
LKA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
KNA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
LCA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
VCT
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SDN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SUR
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
SWZ
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SWE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
CHE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
SYR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TJK
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TZA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
THA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TLS
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TGO
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TON
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
TTO
check annnée : 2005
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TUN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TUR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TKM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TCA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
TUV
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
UGA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
UKR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ARE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
GBR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
USA
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
URY
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
UZB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
VUT
check annnée : 2005
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
VEN
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
VNM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
VIR
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
PSE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
YEM
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ZMB
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
ZWE
check annnée : 2005
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2006
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2007
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2008
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2009
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2010
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2011
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2012
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2013
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2014
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2015
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV
check annnée : 2016
check 2, poid et indicateur 1.5 SE.TER.ENRL
check 2, poid et indicateur 1.5 UIS.E.3
check 2, poid et indicateur 1.5 ACC.IT.EL
check 2, poid et indicateur 0.1 SCORE REVENU
check 2, poid et indicateur 0.1 DIFF.INV.REV

#Vérification
Data_score.loc[Data_score['CODE PAYS']=='FIN']

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
218	Finland	FIN	Europe & Central Asia	High income: OECD	Enrolment in tertiary education, all programme...	SE.TER.ENRL	0.07	0.07	0.06	0.06	0.05	0.05	0.05	0.05	0.05	0.04	0.03	0.03
219	Finland	FIN	Europe & Central Asia	High income: OECD	Enrolment in upper secondary education, both s...	UIS.E.3	0.03	0.03	0.03	0.03	0.03	0.02	0.02	0.02	0.03	0.03	0.03	0.03
220	Finland	FIN	Europe & Central Asia	High income: OECD	Government expenditure on secondary education ...	UIS.XGDP.23.FSGOV	2.95	3.13	2.78	2.98	3.66	3.68	2.6	0.99	0.99	0.99	0.99	0.99
221	Finland	FIN	Europe & Central Asia	High income: OECD	Government expenditure on tertiary education a...	UIS.XGDP.56.FSGOV	1.74	1.78	1.82	1.86	2.12	2.15	2.15	2.13	2.07	2.07	2.07	2.07
749	Finland	FIN	Europe & Central Asia	High income: OECD	Nombre d'élèves ayant accès à internet	ACC.IT.EL	0.07	0.07	0.06	0.06	0.05	0.05	0.05	0.05	0.05	0.04	0.03	0.03
948	Finland	FIN	Europe & Central Asia	High income: OECD	Score revenu,{Low income= 1, Lower middle inco...	SCORE REVENU	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0
1139	Finland	FIN	Europe & Central Asia	High income: OECD	Moyenne des différences entre le score revenu ...	DIFF.INV.REV	0.07	0.07	0.06	0.06	0.05	0.05	0.05	0.05	0.05	0.04	0.03	0.03
1314	Finland	FIN	Europe & Central Asia	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.16	0.16	0.16	0.16	0.15	0.15	0.15	0.15	0.15	0.14	0.14	0.14

Data_score[Data_score['INDICATEUR']=='SCORE ANNUEL'].sort_values('2010',ascending = False)

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
1290	China	CHN	East Asia & Pacific	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	4.85	4.84	4.85	4.82	4.81	4.73	4.63	4.51	4.58	4.52	4.52	4.52
1330	India	IND	South Asia	Lower middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.48	3.45	3.49	3.76	3.72	3.84	4.45	4.53	4.36	4.02	4.08	4.08
1442	United States	USA	North America	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.33	3.04	2.86	2.78	2.67	2.66	2.69	2.57	2.37	1.99	1.93	1.93
1397	Russian Federation	RUS	Europe & Central Asia	High income: nonOECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.74	1.58	1.48	1.4	1.27	1.12	1.11	1.0	0.92	0.74	0.69	0.69
1277	Brazil	BRA	Latin America & Caribbean	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.2	1.18	1.09	1.13	1.07	1.07	1.09	1.06	1.08	0.98	0.98	0.98
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
1381	Niger	NER	Sub-Saharan Africa	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02
1359	Malawi	MWI	Sub-Saharan Africa	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02
1310	Eritrea	ERI	Sub-Saharan Africa	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02
1316	Gambia, The	GMB	Sub-Saharan Africa	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02
1287	Central African Republic	CAF	Sub-Saharan Africa	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02	0.02

201 rows × 18 columns

4.4 Visualisation

df_score = Data_score[Data_score['INDICATEUR']=='SCORE ANNUEL']
df_score = df_score.reset_index()
df_score = df_score.drop(columns = 'index')
df_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016
0	Afghanistan	AFG	South Asia	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.04	0.04	0.04	0.05	0.05	0.05	0.06	0.07	0.08	0.07	0.07	0.07
1	Albania	ALB	Europe & Central Asia	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.08	0.08	0.08	0.08	0.08	0.08	0.08	0.08	0.09	0.08	0.08	0.08
2	Algeria	DZA	Middle East & North Africa	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.24	0.23	0.22	0.25	0.23	0.23	0.23	0.23	0.22	0.2	0.2	0.2
3	American Samoa	ASM	East Asia & Pacific	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06
4	Andorra	AND	Europe & Central Asia	High income: nonOECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11

df_score['SCORE MOYEN']= np.nan
df_score['SCORE MOYEN']= round(df_score.iloc[:,6:-1].mean(axis=1),2)
df_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	SCORE MOYEN
0	Afghanistan	AFG	South Asia	Low income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.04	0.04	0.04	0.05	0.05	0.05	0.06	0.07	0.08	0.07	0.07	0.07	0.06
1	Albania	ALB	Europe & Central Asia	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.08	0.08	0.08	0.08	0.08	0.08	0.08	0.08	0.09	0.08	0.08	0.08	0.08
2	Algeria	DZA	Middle East & North Africa	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.24	0.23	0.22	0.25	0.23	0.23	0.23	0.23	0.22	0.2	0.2	0.2	0.22
3	American Samoa	ASM	East Asia & Pacific	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06	0.06
4	Andorra	AND	Europe & Central Asia	High income: nonOECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11	0.11

df_score = df_score.sort_values('SCORE MOYEN', ascending = False)
df_score = df_score.reset_index()
df_score = df_score.drop(columns = 'index')
df_score.head(10)

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	SCORE MOYEN
0	China	CHN	East Asia & Pacific	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	4.85	4.84	4.85	4.82	4.81	4.73	4.63	4.51	4.58	4.52	4.52	4.52	4.68
1	India	IND	South Asia	Lower middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.48	3.45	3.49	3.76	3.72	3.84	4.45	4.53	4.36	4.02	4.08	4.08	3.94
2	United States	USA	North America	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.33	3.04	2.86	2.78	2.67	2.66	2.69	2.57	2.37	1.99	1.93	1.93	2.57
3	Russian Federation	RUS	Europe & Central Asia	High income: nonOECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.74	1.58	1.48	1.4	1.27	1.12	1.11	1.0	0.92	0.74	0.69	0.69	1.14
4	Brazil	BRA	Latin America & Caribbean	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.2	1.18	1.09	1.13	1.07	1.07	1.09	1.06	1.08	0.98	0.98	0.98	1.08
5	Indonesia	IDN	East Asia & Pacific	Lower middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.89	0.82	0.81	0.85	0.87	0.85	0.88	0.94	0.95	0.84	0.72	0.72	0.85
6	Japan	JPN	East Asia & Pacific	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.92	0.84	0.78	0.73	0.67	0.64	0.63	0.61	0.59	0.52	0.51	0.51	0.66
7	Iran, Islamic Rep.	IRN	Middle East & North Africa	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.6	0.59	0.6	0.64	0.59	0.6	0.62	0.62	0.59	0.54	0.53	0.53	0.59
8	Turkey	TUR	Europe & Central Asia	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.51	0.51	0.5	0.48	0.51	0.56	0.59	0.61	0.69	0.64	0.67	0.67	0.58
9	Korea, Rep.	KOR	East Asia & Pacific	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	0.69	0.63	0.59	0.57	0.54	0.52	0.52	0.5	0.48	0.42	0.41	0.41	0.52

import statsmodels.api as sm
x = df_score.columns.tolist()[6:-1]
val_ls = [*range(2005,2017)]
X_fit = np.array([])   
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2005,2031)

fig, ax = plt.subplots(figsize = (12,8), dpi= 200)
CODE_PAYS_5 = ['CHN', 'IND', 'USA','BRA','JPN']
alpha = np.array([])
beta = np.array([])

for pays in CODE_PAYS_5:
    y = df_score[df_score['CODE PAYS']==pays].iloc[:,6:-1].values.T
    lab = df_score[df_score['CODE PAYS']==pays].iloc[:,0].values.item()
    #print(lab, 'lab')
    ax.scatter(X_fit[:,1],y, marker=r'o',label = lab)
    #ax.plot(x,y, label = lab)
    ##Régression linéaire du score 
    y = y.astype(float)
    r = sm.OLS(y,X_fit).fit()
    alpha = np.append(alpha,r.params[1])
    beta = np.append(beta,r.params[0])
    #Y_prim = alpha[-1]*X_fit[:,1] + beta[-1]
    #ax.plot(X_fit[:,1],Y_prim)
    Y_extra = alpha[-1]*x_extra + beta[-1]
    ax.plot(x_extra,Y_extra,ls = ':' )
    #print(x)
ax.set_ylabel('Score', fontsize = 14)
ax.set_title('Évolution du potentiel de clients\n Extrapolation et régression linéaire entre 2005 et 2030', 
             fontsize = 14)
ax.set_facecolor('#eafff5')
ax.legend(frameon = True)
plt.savefig('4_4_legend', dpi = 200, bbox_inches = 'tight')
plt.show()

import statsmodels.api as sm
x = df_score.columns.tolist()[6:-1]
val_ls = [*range(2005,2017)]
X_fit = np.array([])   
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2005,2031)

fig, ax = plt.subplots(figsize = (12,8), dpi= 200)
CODE_PAYS_5 = ['GBR', 'IDN', 'TUR','DEU','KOR']
alpha = np.array([])
beta = np.array([])

for pays in CODE_PAYS_5:
    y = df_score[df_score['CODE PAYS']==pays].iloc[:,6:-1].values.T
    lab = df_score[df_score['CODE PAYS']==pays].iloc[:,0].values.item()
    #print(lab, 'lab')
    ax.scatter(X_fit[:,1],y, marker=r'o',label = lab)
    #ax.plot(x,y, label = lab)
    ##Régression linéaire du score 
    y = y.astype(float)
    r = sm.OLS(y,X_fit).fit()
    alpha = np.append(alpha,r.params[1])
    beta = np.append(beta,r.params[0])
    #Y_prim = alpha[-1]*X_fit[:,1] + beta[-1]
    #ax.plot(X_fit[:,1],Y_prim)
    Y_extra = alpha[-1]*x_extra + beta[-1]
    ax.plot(x_extra,Y_extra,ls = ':' )
    #print(x)
ax.set_ylabel('Score', fontsize = 14)
ax.set_title('Évolution du potentiel de clients\n Extrapolation et régression linéaire entre 2005 et 2030', 
             fontsize = 14)
ax.set_facecolor('#eafff5')
ax.legend(frameon = True)
plt.savefig('4_4_legend_suite.png', dpi = 200, bbox_inches = 'tight')
plt.show()

df_score.head()

	PAYS	CODE PAYS	RÉGION	REVENUS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	SCORE MOYEN
0	China	CHN	East Asia & Pacific	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	4.85	4.84	4.85	4.82	4.81	4.73	4.63	4.51	4.58	4.52	4.52	4.52	4.68
1	India	IND	South Asia	Lower middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.48	3.45	3.49	3.76	3.72	3.84	4.45	4.53	4.36	4.02	4.08	4.08	3.94
2	United States	USA	North America	High income: OECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	3.33	3.04	2.86	2.78	2.67	2.66	2.69	2.57	2.37	1.99	1.93	1.93	2.57
3	Russian Federation	RUS	Europe & Central Asia	High income: nonOECD	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.74	1.58	1.48	1.4	1.27	1.12	1.11	1.0	0.92	0.74	0.69	0.69	1.14
4	Brazil	BRA	Latin America & Caribbean	Upper middle income	Score annuel, moyenne pondérée des scores de c...	SCORE ANNUEL	1.2	1.18	1.09	1.13	1.07	1.07	1.09	1.06	1.08	0.98	0.98	0.98	1.08

4.5 Critère de démographie

Dans l'étude de l'évolution du potentiel, le taux de croissance de la population et l'âge moyen de la population sont deux critères important. La table Country_s répertorie les indicateurs propre à la population de chaque pays.

Pour évaluer le potentiel futur d'un pays d'autre critère doivent être pris en compte comme la jeunesse de la population et le taux de croissance de la population d'un pays, le taux de croissance économique.

#Exemple de la France
Country_s[Country_s['CODE PAYS']=='FRA']

	CODE PAYS	INDICATEUR	DESCRIPTION	DEFINITION
166	FRA	SP.POP.GROW	Data sources: Eurostat, United Nations World P...	Population growth (annual %)
167	FRA	SP.POP.TOTL.MA.ZS	Including the four French overseas departments...	Population, male (% of total)
168	FRA	SP.POP.TOTL.FE.ZS	Including the four French overseas departments...	Population, female (% of total)
169	FRA	SP.POP.TOTL	Data sources : Eurostat, United Nations World ...	Population, total
170	FRA	SP.POP.0014.TO.ZS	Including the four French overseas departments...	Population ages 0-14 (% of total)
171	FRA	SP.POP.1564.TO.ZS	Including the four French overseas departments...	Population ages 15-64 (% of total)

Series[Series['INDICATEUR']=='BAR.POP.2024']
#Series[Series['INDICATEUR']=='BAR.POP.1519']
#Series[Series['INDICATEUR']=='SP.POP.1524.TO.UN']
#Series[Series['INDICATEUR']=='SP.POP.1524.TO.UN']

	INDICATEUR	DOMAINE	INDICATOR NAME	SHORT DEFINITION	LONG DEFINITION	SOURCE
34	BAR.POP.2024	Attainment	Barro-Lee: Population in thousands, age 20-24,...	Population in thousands, 20-24, total is the t...	Population in thousands, age 20-24, total is t...	Robert J. Barro and Jong-Wha Lee: http://www.b...

A = Data[Data['INDICATEUR']=='SP.POP.1524.TO.UN'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
              + 'Indicateur SP.POP.1524.TO.UN: Population totale âgé de 15 à 24 ans',
          pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(1)+'.png', bbox_inches = 'tight')

A = Data[Data['INDICATEUR']=='SP.POP.GROW'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
              + 'Indicateur SP.POP.GROW: Taux de croissance annuel de la population (%)',
          pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(2)+'.png', bbox_inches = 'tight')

A = Data[Data['INDICATEUR']=='SP.POP.TOTL'].sample(200)
%matplotlib inline
msno.matrix(A)
tick = np.arange(A.shape[1])
lab = A.columns.tolist()
plt.title('Visualisation des valeurs manquantes de la table Data \n'
              + 'Indicateur SP.POP.TOTL: Population totale',
          pad = 0, fontsize = 20)
plt.xticks(tick,labels = lab, rotation='vertical',fontsize = 13 )
plt.savefig('4_4_'+str(3)+'.png', bbox_inches = 'tight')

mask00 = Data['INDICATEUR']=='SP.POP.1524.TO.UN'
mask01 = Data['INDICATEUR']=='SP.POP.TOTL'
mask02 = Data['INDICATEUR']=='SP.POP.GROW'
Data_pop = Data.loc[(mask00 | mask01 | mask02),:]

Data_pop1 = Data_pop.iloc[:,:4]
Data_pop2 = Data_pop.iloc[:,-30:-18]
Data_pop1 = Data_pop1.reset_index()
Data_pop2 = Data_pop2.reset_index()
Data_pop = pd.merge(Data_pop1, Data_pop2, on ='index')
Data_pop = Data_pop.drop(columns = 'index')
Data_pop_v0 = Data_pop

4.5.1 Score de démographie / classement (titre provisoire)

#Ajout du pourcentage des 15-24 ans 
#SP.POP.1524 

Data_pop = Data_pop_v0

PAYS_ls = Data_pop['CODE PAYS'].unique().tolist()
for pays in PAYS_ls:
    #print('check pays', pays)
    mask00 = Data_pop['CODE PAYS']==pays
    Data_pop.loc[len(Data_pop),:] = Data_pop.loc[mask00,:].iloc[0] 
    Data_pop.iloc[-1,3] = 'SP.POP.1524'
    Data_pop.iloc[-1,2] = 'Proportion des 15-24 ans (%) de la population totale'
    for an in col:
        #print('check année', an)
        mask00 = Data_pop['CODE PAYS']==pays
        df_tampon = Data_pop[mask00]
        mask01 =Data_pop['INDICATEUR']== 'SP.POP.TOTL'
        mask02 =Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN'
        pop_tot = Data_pop.loc[(mask00 & mask01),an].values.item()
        #print('check, population totale', pop_tot)
        pop_1524 = Data_pop.loc[(mask00 & mask02),an].values.item()
        #print('check, population totale 1524', pop_1524)
        pop_1524_part = round((pop_1524/pop_tot)*100,2)
        #print('check, population totale 1524 part', pop_1524_part)
        mask03 = Data_pop['INDICATEUR']== 'SP.POP.1524'
        mask00 = Data_pop['CODE PAYS']==pays
        Data_pop.loc[(mask03 & mask00),an] = pop_1524_part
        #print('check final', Data_pop.tail(8))
        
Data_pop_v1 = Data_pop

## REMPLIR LES VALEURS MANQUANTES de data_pop

Data_pop = Data_pop_v1

print(Data_pop.isna().mean())
Data_pop['NB_NAN'] = Data_pop.isna().sum(axis=1)
print('nombre max de valeur manquantes:',Data_pop['NB_NAN'].max())
Data_pop = Data_pop[Data_pop['NB_NAN'] < Data_pop['NB_NAN'].max()]

Data_pop = Data_pop.fillna(method ='ffill', axis = 1)
Data_pop = Data_pop.fillna(method ='bfill', axis = 1)
print(Data_pop.head())
#print(Data_pop.isna().mean())

Data_pop = Data_pop.sort_values('PAYS')
Data_pop = Data_pop.reset_index()
Data_pop = Data_pop.drop(columns = 'index')

Data_pop_v2 = Data_pop

PAYS            0.000000
CODE PAYS       0.000000
INDICATEUR_N    0.000000
INDICATEUR      0.000000
2005            0.047619
2006            0.054762
2007            0.069048
2008            0.069048
2009            0.069048
2010            0.069048
2011            0.070238
2012            0.072619
2013            0.072619
2014            0.082143
2015            0.082143
2016            0.511905
dtype: float64
nombre max de valeur manquantes: 12
          PAYS CODE PAYS                   INDICATEUR_N         INDICATEUR  \
0  Afghanistan       AFG   Population growth (annual %)        SP.POP.GROW   
1  Afghanistan       AFG  Population, ages 15-24, total  SP.POP.1524.TO.UN   
2  Afghanistan       AFG              Population, total        SP.POP.TOTL   
3      Albania       ALB   Population growth (annual %)        SP.POP.GROW   
4      Albania       ALB  Population, ages 15-24, total  SP.POP.1524.TO.UN   

           2005          2006          2007          2008          2009  \
0  3.870470e+00  3.228630e+00  2.755225e+00  2.512574e+00  2.569114e+00   
1  4.910340e+06  5.134377e+06  5.367499e+06  5.606736e+06  5.848604e+06   
2  2.507080e+07  2.589345e+07  2.661679e+07  2.729403e+07  2.800433e+07   
3 -5.117901e-01 -6.309112e-01 -7.557188e-01 -7.673430e-01 -6.738940e-01   
4  5.860490e+05  5.948620e+05  6.023170e+05  6.076090e+05  6.098410e+05   

           2010          2011          2012          2013          2014  \
0  2.812617e+00  3.095119e+00  3.272703e+00  3.315224e+00  3.183201e+00   
1  6.090239e+06  6.330684e+06  6.569239e+06  6.803785e+06  7.032072e+06   
2  2.880317e+07  2.970860e+07  3.069696e+07  3.173169e+07  3.275802e+07   
3 -4.964620e-01 -2.690173e-01 -1.651510e-01 -1.832114e-01 -2.070470e-01   
4  6.084560e+05  6.031040e+05  5.941010e+05  5.824110e+05  5.694270e+05   

           2015          2016  NB_NAN  
0  2.943234e+00  2.689163e+00       0  
1  7.252785e+06  7.252785e+06       1  
2  3.373649e+07  3.465603e+07       0  
3 -2.912058e-01 -1.598804e-01       0  
4  5.562690e+05  5.562690e+05       1  

ind_ls_pop = ['SP.POP.GROW','SP.POP.TOTL', 'SP.POP.1524.TO.UN', 'SP.POP.1524']
c = Data_pop.columns.tolist()
Data_score_pop = pd.DataFrame(columns = c)


for indic in ind_ls_pop:
    print('check indic', indic)
    mask = Data_pop['INDICATEUR']==indic
    df_tampon = Data_pop.loc[mask,:]
    for an in col: 
        alpha, beta = coeff2(indic, Data_pop, an)
        for i,row in df_tampon.iterrows():                     
            x = row[an]
            df_tampon.loc[i,an] = round(alpha*x +beta,2)
    Data_score_pop = pd.concat([Data_score_pop,df_tampon])
Data_score_pop = Data_score_pop.reset_index()
Data_score_pop = Data_score_pop.drop(columns = 'index')
Data_score_pop = Data_score_pop.rename(columns = {'NB_NAN':'TAUX DE REMPLISSAGE (%)'})
Data_score_pop['TAUX DE REMPLISSAGE (%)'] = (1 - Data_score_pop['TAUX DE REMPLISSAGE (%)']/12)*100

check indic SP.POP.GROW
check indic SP.POP.TOTL
check indic SP.POP.1524.TO.UN
check indic SP.POP.1524

def top10(df):
#df est un dataframe définie plus haut. 
#la fonction renvoie les lignes correspondant au top 10 (cf. analyse résultats)
    df_top10 = df[(df['CODE PAYS']== 'CHN')|(df['CODE PAYS']== 'IND')
            |(df['CODE PAYS']== 'USA')|(df['CODE PAYS']== 'BRA')
            |(df['CODE PAYS']== 'JPN') |(df['CODE PAYS']== 'GBR')
           |(df['CODE PAYS']== 'IDN') |(df['CODE PAYS']== 'TUR')
           |(df['CODE PAYS']== 'DEU')|(df['CODE PAYS']== 'KOR')]
    df_top10 = df_top10.reset_index()
    df_top10 = df_top10.drop(columns = 'index')
    return df_top10

def top5(df):
#df est un dataframe définie plus haut. 
#la fonction renvoie les lignes correspondant au top 10 (cf. analyse résultats)
    df_top5 = df[(df['CODE PAYS']== 'CHN')|(df['CODE PAYS']== 'IND')
            |(df['CODE PAYS']== 'USA')|(df['CODE PAYS']== 'BRA')
            |(df['CODE PAYS']== 'JPN')]
    df_top5 = df_top5.reset_index()
    df_top5 = df_top5.drop(columns = 'index')
    return df_top5

Top 5 et top 10 - taux de croissances

df_pop_growth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.GROW']
df_pop_growth['TAUX MOYEN'] = 0

for i, row in df_pop_growth.iterrows():
    df_pop_growth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
    
top_5_growth = top5(df_pop_growth).sort_values('TAUX MOYEN', ascending = False)
top_5_growth = top_5_growth.reset_index()
top_5_growth = top_5_growth.drop(columns = 'index')
top_5_growth

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3777516010.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_growth['TAUX MOYEN'] = 0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3777516010.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_growth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	India	IND	Population growth (annual %)	SP.POP.GROW	1.584252	1.548886	1.512078	1.469688	1.420203	1.366798	1.311876	1.261206	1.219419	1.189328	1.167527	1.148215	0	1.35
1	Brazil	BRA	Population growth (annual %)	SP.POP.GROW	1.172552	1.114609	1.060019	1.016865	0.988454	0.970296	0.956013	0.938920	0.917023	0.887563	0.852799	0.817556	0	0.97
2	United States	USA	Population growth (annual %)	SP.POP.GROW	0.921713	0.964254	0.951055	0.945865	0.876651	0.836422	0.745614	0.746420	0.700262	0.743124	0.729732	0.692801	0	0.82
3	China	CHN	Population growth (annual %)	SP.POP.GROW	0.588125	0.558374	0.522272	0.512387	0.497381	0.482960	0.479150	0.487231	0.493710	0.506312	0.508137	0.541479	0	0.51
4	Japan	JPN	Population growth (annual %)	SP.POP.GROW	0.009392	0.063374	0.114909	0.048425	-0.012495	0.017961	-0.185226	-0.159711	-0.144272	-0.132694	-0.106125	-0.115284	0	-0.05

top_10_growth = top10(df_pop_growth).sort_values('TAUX MOYEN', ascending = False)
top_10_growth = top_10_growth.reset_index()
top_10_growth = top_10_growth.drop(columns = 'index')
top_10_growth

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	Turkey	TUR	Population growth (annual %)	SP.POP.GROW	1.327634	1.258550	1.205380	1.203624	1.268402	1.375056	1.485643	1.568376	1.619467	1.627194	1.598009	1.573012	0	1.43
1	India	IND	Population growth (annual %)	SP.POP.GROW	1.584252	1.548886	1.512078	1.469688	1.420203	1.366798	1.311876	1.261206	1.219419	1.189328	1.167527	1.148215	0	1.35
2	Indonesia	IDN	Population growth (annual %)	SP.POP.GROW	1.375946	1.369188	1.361626	1.351463	1.338066	1.321405	1.304067	1.284199	1.257327	1.222049	1.181014	1.137494	0	1.29
3	Brazil	BRA	Population growth (annual %)	SP.POP.GROW	1.172552	1.114609	1.060019	1.016865	0.988454	0.970296	0.956013	0.938920	0.917023	0.887563	0.852799	0.817556	0	0.97
4	United States	USA	Population growth (annual %)	SP.POP.GROW	0.921713	0.964254	0.951055	0.945865	0.876651	0.836422	0.745614	0.746420	0.700262	0.743124	0.729732	0.692801	0	0.82
5	United Kingdom	GBR	Population growth (annual %)	SP.POP.GROW	0.686611	0.735049	0.778666	0.787033	0.756391	0.783889	0.781677	0.695316	0.669534	0.753349	0.794968	0.777542	0	0.75
6	Korea, Rep.	KOR	Population growth (annual %)	SP.POP.GROW	0.211998	0.525200	0.505234	0.759317	0.514683	0.498225	0.768972	0.525714	0.455219	0.628150	0.527288	0.451318	0	0.53
7	China	CHN	Population growth (annual %)	SP.POP.GROW	0.588125	0.558374	0.522272	0.512387	0.497381	0.482960	0.479150	0.487231	0.493710	0.506312	0.508137	0.541479	0	0.51
8	Germany	DEU	Population growth (annual %)	SP.POP.GROW	-0.056778	-0.112797	-0.133719	-0.190143	-0.253383	-0.153198	-1.853715	0.187728	0.272900	0.416877	0.865703	1.193867	0	0.02
9	Japan	JPN	Population growth (annual %)	SP.POP.GROW	0.009392	0.063374	0.114909	0.048425	-0.012495	0.017961	-0.185226	-0.159711	-0.144272	-0.132694	-0.106125	-0.115284	0	-0.05

Top 5 et 10 - Jeunesse de la population

df_pop_youth_part = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524']
df_pop_youth_part['TAUX MOYEN'] = 0

for i, row in df_pop_youth_part.iterrows():
    df_pop_youth_part.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
    
top_5_youth_part = top5(df_pop_youth_part).sort_values('TAUX MOYEN', ascending = False)
top_5_youth_part = top_5_youth_part.reset_index()
top_5_youth_part = top_5_youth_part.drop(columns = 'index')
top_5_youth_part

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/2850844845.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth_part['TAUX MOYEN'] = 0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/2850844845.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth_part.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	India	IND	Proportion des 15-24 ans (%) de la population ...	SP.POP.1524	19.12	19.12	19.13	19.14	19.12	19.10	19.05	18.98	18.89	18.78	18.65	18.65	1	18.98
1	Brazil	BRA	Proportion des 15-24 ans (%) de la population ...	SP.POP.1524	18.91	18.58	18.21	17.82	17.46	17.14	16.88	16.67	16.51	16.39	16.31	16.31	1	17.27
2	China	CHN	Proportion des 15-24 ans (%) de la population ...	SP.POP.1524	16.67	16.78	16.81	16.74	16.59	16.37	16.06	15.68	15.24	14.79	14.37	14.37	1	15.87
3	United States	USA	Proportion des 15-24 ans (%) de la population ...	SP.POP.1524	14.47	14.54	14.59	14.62	14.62	14.59	14.53	14.44	14.33	14.20	14.07	14.07	1	14.42
4	Japan	JPN	Proportion des 15-24 ans (%) de la population ...	SP.POP.1524	11.04	10.76	10.49	10.24	10.04	9.87	9.76	9.68	9.63	9.59	9.56	9.56	1	10.02

Top 5 et top 10 - nb 1524

df_pop_youth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN']
df_pop_youth['TAUX MOYEN'] = 0

for i, row in df_pop_youth.iterrows():
    df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
    
top_5_youth = top5(df_pop_youth).sort_values('TAUX MOYEN', ascending = False)
top_5_youth = top_5_youth.reset_index()
top_5_youth = top_5_youth.drop(columns = 'index')
top_5_youth

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3464740442.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth['TAUX MOYEN'] = 0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3464740442.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	India	IND	Population, ages 15-24, total	SP.POP.1524.TO.UN	218738389.0	222224219.0	225700990.0	229076220.0	232225988.0	235056806.0	237548472.0	239713636.0	241535030.0	243002731.0	244120201.0	244120201.0	1	2.344219e+08
1	China	CHN	Population, ages 15-24, total	SP.POP.1524.TO.UN	217382824.0	220042486.0	221519350.0	221774704.0	220892800.0	218974009.0	215914397.0	211735888.0	206846521.0	201802535.0	197026759.0	197026759.0	1	2.125783e+08
2	United States	USA	Population, ages 15-24, total	SP.POP.1524.TO.UN	42759049.0	43388523.0	43962362.0	44459126.0	44855382.0	45137089.0	45296141.0	45343097.0	45307415.0	45230846.0	45147517.0	45147517.0	1	4.466951e+07
3	Brazil	BRA	Population, ages 15-24, total	SP.POP.1524.TO.UN	35348374.0	35122910.0	34787085.0	34397361.0	34028600.0	33736994.0	33540594.0	33432501.0	33412052.0	33469835.0	33595574.0	33595574.0	1	3.403895e+07
4	Japan	JPN	Population, ages 15-24, total	SP.POP.1524.TO.UN	14110659.0	13759822.0	13425972.0	13119358.0	12853503.0	12637132.0	12472916.0	12355023.0	12272803.0	12211081.0	12157426.0	12157426.0	1	1.279443e+07

df_pop_youth = Data_pop[Data_pop['INDICATEUR']== 'SP.POP.1524.TO.UN']
df_pop_youth['TAUX MOYEN'] = 0

for i, row in df_pop_youth.iterrows():
    df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)
    
top_10_youth = top10(df_pop_youth).sort_values('TAUX MOYEN', ascending = False)
top_10_youth = top_10_youth.reset_index()
top_10_youth = top_10_youth.drop(columns = 'index')
top_10_youth

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3980271873.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth['TAUX MOYEN'] = 0
/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/3980271873.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth.loc[i,'TAUX MOYEN'] = round(row[4:-2].mean(),2)

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	India	IND	Population, ages 15-24, total	SP.POP.1524.TO.UN	218738389.0	222224219.0	225700990.0	229076220.0	232225988.0	235056806.0	237548472.0	239713636.0	241535030.0	243002731.0	244120201.0	244120201.0	1	2.344219e+08
1	China	CHN	Population, ages 15-24, total	SP.POP.1524.TO.UN	217382824.0	220042486.0	221519350.0	221774704.0	220892800.0	218974009.0	215914397.0	211735888.0	206846521.0	201802535.0	197026759.0	197026759.0	1	2.125783e+08
2	United States	USA	Population, ages 15-24, total	SP.POP.1524.TO.UN	42759049.0	43388523.0	43962362.0	44459126.0	44855382.0	45137089.0	45296141.0	45343097.0	45307415.0	45230846.0	45147517.0	45147517.0	1	4.466951e+07
3	Indonesia	IDN	Population, ages 15-24, total	SP.POP.1524.TO.UN	42846073.0	42760972.0	42634693.0	42483570.0	42328040.0	42184439.0	42057105.0	41947672.0	41865701.0	41821108.0	41819264.0	41819264.0	1	4.221399e+07
4	Brazil	BRA	Population, ages 15-24, total	SP.POP.1524.TO.UN	35348374.0	35122910.0	34787085.0	34397361.0	34028600.0	33736994.0	33540594.0	33432501.0	33412052.0	33469835.0	33595574.0	33595574.0	1	3.403895e+07
5	Turkey	TUR	Population, ages 15-24, total	SP.POP.1524.TO.UN	13603989.0	13593785.0	13589317.0	13594963.0	13614961.0	13651079.0	13708210.0	13783064.0	13859026.0	13913334.0	13930222.0	13930222.0	1	1.373101e+07
6	Japan	JPN	Population, ages 15-24, total	SP.POP.1524.TO.UN	14110659.0	13759822.0	13425972.0	13119358.0	12853503.0	12637132.0	12472916.0	12355023.0	12272803.0	12211081.0	12157426.0	12157426.0	1	1.279443e+07
7	Germany	DEU	Population, ages 15-24, total	SP.POP.1524.TO.UN	9760730.0	9769678.0	9722427.0	9630837.0	9514498.0	9388651.0	9255162.0	9111578.0	8964066.0	8819364.0	8682394.0	8682394.0	1	9.275148e+06
8	United Kingdom	GBR	Population, ages 15-24, total	SP.POP.1524.TO.UN	7841484.0	7936414.0	8000333.0	8034786.0	8044972.0	8035314.0	8005514.0	7955051.0	7888589.0	7812258.0	7731522.0	7731522.0	1	7.918147e+06
9	Korea, Rep.	KOR	Population, ages 15-24, total	SP.POP.1524.TO.UN	6952747.0	6853679.0	6771167.0	6705309.0	6655513.0	6619654.0	6600849.0	6594938.0	6583690.0	6543025.0	6456561.0	6456561.0	1	6.649474e+06

top_10_youth

	PAYS	CODE PAYS	INDICATEUR_N	INDICATEUR	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	NB_NAN	TAUX MOYEN
0	India	IND	Population, ages 15-24, total	SP.POP.1524.TO.UN	218738389.0	222224219.0	225700990.0	229076220.0	232225988.0	235056806.0	237548472.0	239713636.0	241535030.0	243002731.0	244120201.0	244120201.0	1	2.344219e+08
1	China	CHN	Population, ages 15-24, total	SP.POP.1524.TO.UN	217382824.0	220042486.0	221519350.0	221774704.0	220892800.0	218974009.0	215914397.0	211735888.0	206846521.0	201802535.0	197026759.0	197026759.0	1	2.125783e+08
2	United States	USA	Population, ages 15-24, total	SP.POP.1524.TO.UN	42759049.0	43388523.0	43962362.0	44459126.0	44855382.0	45137089.0	45296141.0	45343097.0	45307415.0	45230846.0	45147517.0	45147517.0	1	4.466951e+07
3	Indonesia	IDN	Population, ages 15-24, total	SP.POP.1524.TO.UN	42846073.0	42760972.0	42634693.0	42483570.0	42328040.0	42184439.0	42057105.0	41947672.0	41865701.0	41821108.0	41819264.0	41819264.0	1	4.221399e+07
4	Brazil	BRA	Population, ages 15-24, total	SP.POP.1524.TO.UN	35348374.0	35122910.0	34787085.0	34397361.0	34028600.0	33736994.0	33540594.0	33432501.0	33412052.0	33469835.0	33595574.0	33595574.0	1	3.403895e+07
5	Turkey	TUR	Population, ages 15-24, total	SP.POP.1524.TO.UN	13603989.0	13593785.0	13589317.0	13594963.0	13614961.0	13651079.0	13708210.0	13783064.0	13859026.0	13913334.0	13930222.0	13930222.0	1	1.373101e+07
6	Japan	JPN	Population, ages 15-24, total	SP.POP.1524.TO.UN	14110659.0	13759822.0	13425972.0	13119358.0	12853503.0	12637132.0	12472916.0	12355023.0	12272803.0	12211081.0	12157426.0	12157426.0	1	1.279443e+07
7	Germany	DEU	Population, ages 15-24, total	SP.POP.1524.TO.UN	9760730.0	9769678.0	9722427.0	9630837.0	9514498.0	9388651.0	9255162.0	9111578.0	8964066.0	8819364.0	8682394.0	8682394.0	1	9.275148e+06
8	United Kingdom	GBR	Population, ages 15-24, total	SP.POP.1524.TO.UN	7841484.0	7936414.0	8000333.0	8034786.0	8044972.0	8035314.0	8005514.0	7955051.0	7888589.0	7812258.0	7731522.0	7731522.0	1	7.918147e+06
9	Korea, Rep.	KOR	Population, ages 15-24, total	SP.POP.1524.TO.UN	6952747.0	6853679.0	6771167.0	6705309.0	6655513.0	6619654.0	6600849.0	6594938.0	6583690.0	6543025.0	6456561.0	6456561.0	1	6.649474e+06

fig, ax = plt.subplots(1,3, figsize =(25,8), dpi=200)
x = top_10_youth.columns.tolist()[4:-2]
val_ls = [*range(2005,2017)]
X_fit = np.array([])   
X_fit = np.append(X_fit,[val_ls])
X_fit= sm.add_constant(X_fit)
x_extra = np.arange(2004,2025)
alpha = np.array([])
beta = np.array([])


df_10 = top_10_youth.iloc[0:2,:]
for i,row in df_10.iterrows():
    y = row[4:-2].T
    lab = row[0]
    #ax[0].plot(x,y, label = str(i+1)+'. '+lab)
    ax[0].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
    ax[0].legend(frameon = True, title = 'Classement')
    ax[0].set_title('Nombre de personnes âgées de 15 à 24 ans')
    ax[0].set_facecolor('#eafff5')
    y = y.astype(float)
    r = sm.OLS(y,X_fit).fit()
    alpha = np.append(alpha,r.params[1])
    beta = np.append(beta,r.params[0])
    Y_extra = alpha[-1]*x_extra + beta[-1]
    ax[0].plot(x_extra,Y_extra,ls = ':' )
    ax[0].set_xticks(ticks= np.arange(2005,2025,5))

df_10 = top_10_youth.iloc[2:5,:]
for i,row in df_10.iterrows():
    y = row[4:-2].T
    lab = row[0]
    ax[1].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
    ax[1].legend(frameon = True, title = 'Classement')
    ax[1].set_title('Nombre de personnes âgées de 15 à 24 ans')
    ax[1].set_facecolor('#eafff5')
    y = y.astype(float)
    r = sm.OLS(y,X_fit).fit()
    alpha = np.append(alpha,r.params[1])
    beta = np.append(beta,r.params[0])
    Y_extra = alpha[-1]*x_extra + beta[-1]
    ax[1].plot(x_extra,Y_extra,ls = ':' )
    ax[1].set_xticks(ticks= np.arange(2005,2025,5))

df_10 = top_10_youth.iloc[5:,:]
for i,row in df_10.iterrows():
    y = row[4:-2].T
    lab = row[0]
    ax[2].scatter(X_fit[:,1],y,label = str(i+1)+'. '+lab)
    ax[2].legend(frameon = True, title = 'Classement')
    ax[2].set_title('Nombre de personnes âgées de 15 à 24 ans')
    ax[2].set_facecolor('#eafff5')
    y = y.astype(float)
    r = sm.OLS(y,X_fit).fit()
    alpha = np.append(alpha,r.params[1])
    beta = np.append(beta,r.params[0])
    Y_extra = alpha[-1]*x_extra + beta[-1]
    ax[2].plot(x_extra,Y_extra,ls = ':' )
    ax[2].set_xticks(ticks= np.arange(2005,2025,5))
plt.savefig('4_5demog', dpi= 200, bbox_inches = 'tight')

fig, ax = plt.subplots(1,2, figsize =(12,8), dpi=200)
x = top_5_growth.columns.tolist()[4:-2]

for i,row in top_5_growth.iterrows():
    y = row[4:-2].T
    lab = row[0]
    ax[0].plot(x,y, label = str(i+1)+'. '+lab)
    ax[0].scatter(x,y)
    ax[0].legend(frameon = True,  title = 'Classement')
    ax[0].set_title('Taux de croissance de la population en %')
    ax[0].set_facecolor('#eafff5')

for i,row in top_5_youth.iterrows():
    y = row[4:-2].T
    lab = row[0]
    ax[1].plot(x,y, label = str(i+1)+'. '+lab)
    ax[1].scatter(x,y)
    ax[1].legend(frameon = True, title = 'Classement')
    ax[1].set_title('Nombre de personnes âgées de 15 à 24 ans')
    ax[1].set_facecolor('#eafff5')
plt.savefig('4_5_1_demographie.png', dpi= 200, bbox_inches = 'tight')

df_pop_growth.insert(2,'REGION', np.nan)
for i, row in df_pop_growth.iterrows():
    codepays = row['CODE PAYS']
    reg = Country_sub.loc[Country_sub['CODE PAYS']==codepays, 'REGION'].values.item()
    df_pop_growth.loc[i,'REGION'] = reg

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/787193073.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_growth.loc[i,'REGION'] = reg

fig, ax = plt.subplots(figsize = (10,8), dpi= 200)
reg_ls = df_pop_growth['REGION'].unique().tolist()
reg_ls.sort()
seq_Y = []

for reg in reg_ls:
    print(reg)
    df_tampon = df_pop_growth[df_pop_growth['REGION']==reg]
    Y = df_tampon['TAUX MOYEN'].values
    seq_Y.append(Y)
ax.boxplot(seq_Y, widths=0.4, patch_artist=True,
                showmeans=False, showfliers= False,
                medianprops={"color": "white", "linewidth": 0.6},
                boxprops={"facecolor": "C3", "edgecolor": "white",
                          "linewidth": 0.5},
                whiskerprops={"color": "C0", "linewidth": 1.5},
                capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
ax.axhline(0, ls='--', color='C8')
ax.set_xticks(ticks = tick_position,labels = reg_ls)
ax.set_ylabel('Taux de croissance en %', fontsize = 14)
ax.set_facecolor('#eafff5')
ax.set_title('Dispersion du taux croissance de la population', fontsize =14, pad = 12)
ax.tick_params(axis = 'x',labelsize =12, rotation =45, 
                                   direction = 'out', length = 6,width = 1, bottom = True)
plt.setp(ax.get_xticklabels(), ha="right", rotation_mode="anchor")
plt.savefig('5_1_growth.png', dpi=200, bbox_inches = 'tight')

East Asia & Pacific
Europe & Central Asia
Latin America & Caribbean
Middle East & North Africa
North America
South Asia
Sub-Saharan Africa

df_pop_youth_part.insert(2,'REGION', np.nan)
for i, row in df_pop_youth_part.iterrows():
    codepays = row['CODE PAYS']
    reg = Country_sub.loc[Country_sub['CODE PAYS']==codepays, 'REGION'].values.item()
    df_pop_youth_part.loc[i,'REGION'] = reg

/var/folders/t8/scm7pjrs0ms07sj80ykdhcyw0000gq/T/ipykernel_29531/534526092.py:5: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_pop_youth_part.loc[i,'REGION'] = reg

fig, ax = plt.subplots(figsize = (10,8), dpi= 200)
reg_ls = df_pop_youth_part['REGION'].unique().tolist()
reg_ls.sort()
seq_Y = []

for reg in reg_ls:
    print(reg)
    df_tampon = df_pop_youth_part[df_pop_youth_part['REGION']==reg]
    Y = df_tampon['TAUX MOYEN'].values
    seq_Y.append(Y)
ax.boxplot(seq_Y, widths=0.4, patch_artist=True,
                showmeans=False, showfliers= False,
                medianprops={"color": "white", "linewidth": 0.6},
                boxprops={"facecolor": "C3", "edgecolor": "white",
                          "linewidth": 0.5},
                whiskerprops={"color": "C0", "linewidth": 1.5},
                capprops={"color": "C0", "linewidth": 1.5})
tick_position = np.arange(len(seq_Y))+1
ax.axhline(10, ls='--', color='C5')
ax.axhline(20, ls='--', color='C5')
ax.axhline(30, ls='--', color='C5')
ax.set_xticks(ticks = tick_position,labels = reg_ls)
ax.set_ylabel('Part des 15-24 ans en % de la population totale', fontsize = 14, labelpad = 12)
ax.set_facecolor('#eafff5')
ax.set_title('Jeunesse de la population par continents', fontsize =14, pad = 12)
ax.tick_params(axis = 'x',labelsize =12, rotation =45, 
                                   direction = 'out', length = 6,width = 1, bottom = True)
ax.set_ylim(top = 28)
plt.setp(ax.get_xticklabels(), ha="right", rotation_mode="anchor")
plt.savefig('5_1_youthpart.png', dpi=200, bbox_inches = 'tight')

East Asia & Pacific
Europe & Central Asia
Latin America & Caribbean
Middle East & North Africa
North America
South Asia
Sub-Saharan Africa